{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div align=\"right\"><i>Peter Norvig, Oct 2017<br>Revised Jan 2020</i></div>\n",
    "\n",
    "# Bicycling: Speed v. Grade, VAM, Eddington,  Hill-index\n",
    "\n",
    "Like most people, I bike slower when I'm going up a steep hill than on a flat road. But how much slower?\n",
    "To answer that, I downloaded a bunch of my recorded [Strava](https://www.strava.com/athletes/575579) rides longer than 25 miles as [`bikerides25.tsv`](bikerides25.tsv).  I parse the file into `rides`, a list of `Ride` structures. I filter out all the rides that have exactly 0 ft climbing (i.e. stationary bike rides) or that have `'MTB'` in the title (i.e. mountain bike rides that are not relevant to road bike riding) or are blank or are comment lines (start with `#`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import re\n",
    "from collections import namedtuple\n",
    "\n",
    "Ride = namedtuple('Ride', 'miles, hours, feet, date, title')\n",
    "\n",
    "def parse_ride(line: str) -> Ride:\n",
    "    \"\"\"Parse a line from a Strava log file into a `Ride`. Line format is tab separated:\n",
    "    Ride\tThu, 8/9/2018\tBRNW\t4:58:07\t68.41 mi\t3,862 ft\"\"\"\n",
    "    _, date, title, time, mi, ft = line.strip().split('\\t')\n",
    "    return Ride(number(mi), hours(*time.split(':')[::-1]), number(ft), date, title)\n",
    "\n",
    "def number(string) -> float: return float(re.sub(r'[^0-9. ]', '', string))\n",
    "\n",
    "def hours(sec, min, hour=0) -> float: return int(sec)/3600 + int(min)/60 + int(hour)\n",
    "\n",
    "rides = [parse_ride(line) for line in open('bikerides25.tsv') \n",
    "         if line.strip() and not line.startswith('#') and 'MTB' not in line and '\t0 ft' not in line]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the raw data I will derive three important vectors of numbers: \n",
    "- `mls`: length of ride in miles\n",
    "- `mph`: speed in miles per hour\n",
    "- `fpm`: grade in feet climbed per mile\n",
    "\n",
    "I'll show a simple scatter plot  visualization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def vectors3(rides) -> tuple:\n",
    "    \"Return vectors of (miles, miles/hour, feet/mile)\"\n",
    "    return ([r.miles           for r in rides],\n",
    "            [r.miles / r.hours for r in rides],\n",
    "            [r.feet  / r.miles for r in rides])\n",
    "\n",
    "mls, mph, fpm = vectors3(rides)\n",
    "\n",
    "plt.scatter(fpm, mph);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Making it Prettier\n",
    "\n",
    "As expected, there is a lot of variance, but overall speeds get slower as the grade gets steeper. Just eyeballing the scatter plot, it looks like some kind of downward sloping curve would be a better fit than a straight line, so I'll fit quadratic (degree two) and cubic (degree 3) polynomials to the data (for no good theoretical reason; just because those are the two simplest nonlinear functions I could think of). I'll also make the plot prettier and bigger:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show(X, Y, xlabel='Grade (feet/mile)', ylabel='Speed (mph)', degrees=(2, 3)): \n",
    "    \"Plot X versus Y and a best fit curve to it, with some bells and whistles.\"\n",
    "    plt.rcParams[\"figure.figsize\"] = (12, 10)\n",
    "    plt.style.use('fivethirtyeight')\n",
    "    grid(); plt.ylabel(ylabel); plt.xlabel(xlabel)\n",
    "    plt.scatter(X, Y, c='k')\n",
    "    X1 = np.linspace(min(X), max(X), 100)\n",
    "    for degree in degrees:\n",
    "        F = poly_fit(X, Y, degree)\n",
    "        plt.plot(X1, [F(x) for x in X1], '-', lw=2)\n",
    "    plt.title(f'{len(X)} rides')\n",
    "\n",
    "def grid(): plt.minorticks_on(); plt.grid(which='minor', ls=':', alpha=0.7)\n",
    "    \n",
    "def poly_fit(X, Y, degree) -> callable:\n",
    "    \"\"\"The polynomial function that best fits the X,Y vectors.\"\"\"\n",
    "    coeffs = np.polyfit(X, Y, degree)[::-1]\n",
    "    return lambda x: sum(c * x ** i for i, c in enumerate(coeffs))         "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(fpm, mph)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, I average a little under 14 mph when the overall route is fairly flat, with a lot of variability from 12 to 16 mph, depending more on my level of effort than on the grade of the road. But from around 50 ft/mile grade speed falls off quickly: down to 12mph at 80 ft/mile;  11 mph at 100 ft/mile; and around 10 mph at 120 ft/mile. Note that even 120 ft/mile is only 2.3% grade, but if you figure a typical route is 1/3 up, 1/3 down, and 1/3 flat, then that's 6.9% average grade on the up part."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Estimating Duration\n",
    "\n",
    "This data can help me predict how long will it take to ride a route with a given distance and elevation. For example, to get to  Pescadero from La Honda, I could take the flatter [coast route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.4039496!2d37.3116594!3s0x808f062b7d7585e7:0x942480c22f110b74!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (15.7 miles, 344 ft climb), or the shorter [creek route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.3658887!2d37.2538867!3s0x808f00acf265bd43:0xb7e2a0c9ee355c3a!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (13.5 miles, 735 ft climb); which is faster?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def duration(dist, climb, F=poly_fit(fpm, mph, 2)) -> float:\n",
    "    \"Given a distance in miles and total climb in feet, estimate time in minutes.\"\n",
    "    return 60 * dist / F(climb / dist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Coast: 69.1 min, Creek: 62.5 min.'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f'Coast: {duration(15.7, 344):.1f} min, Creek: {duration(13.5, 735):.1f} min.'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This suggests the shorter creek route would be about 6 or 7 minutes faster. Good to know, but other factors (like the scenery) are probably more important in making the choice."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Segments\n",
    "\n",
    "The data I have so far helps me estimate the duration for a long ride over varying up-and-down terrain. But what if I just want to know how long it will take to climb the next hill? To answer that I'll go back to Strava and retrieve data from individual segments, some only a fraction of a mile long, some several miles long, but most with a relatively constant grade. I picked some representative climbing segments ([`bikesegments.csv`](bikesegments.csv)) with the segment length in miles and climb in feet, along with several of my times on the segment. (Strava shows my times for up to 10 rides on each segment; I picked the first, middle, and last of the rides shown.) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_segments(lines):\n",
    "    \"\"\"Parse a string of segments into Rides. Each line contains:\n",
    "    'title, miles, feet, time(s)'.\"\"\"\n",
    "    for segment in lines:\n",
    "        title, mi, ft, *times = segment.split(',')\n",
    "        for time in times:\n",
    "            time = hours(*time.split(':')[::-1])\n",
    "            yield Ride(float(mi), time, int(ft), 'date?', title)\n",
    "            \n",
    "segments = set(parse_segments(open('bikesegments.csv')))\n",
    "\n",
    "mls2, mph2, fpm2 = vectors3(segments)     "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the plot I will list grade in percent rather than feet per mile:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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f74fX6wUADAwMIBKJIBqNwuVyAQB8Ph98Pp+pcwqFQrOeU0FBQco5AZj1nGw2G+mcAGR1nMyYk1nHqbq62pS1l2pO5eXlZHOKRCKmrb1Uc0pCcZzKyspIf5/mzJlDtvaqq6vJXiOSmLH2Us0peRUYit8nq9Vq6mv55DnF43FtXssnz6myspLsda+yspJsTsn/Qkv1Wp6E4jjNnTvX1NfyyXMqLCwkW3vV1dWm/22UnFMSqn9z58yZk9VxymZOiUSC9O+IkZERsteI5PMzPU7ZzKmiomLKnGbC4vF4EjM+6j2K2+1GVVWVdm4A6O7uRmNjI4lb5y6UfsrmgL7dZa2r8cta53dT+6U7vxuQ1xgVblnravy5ttbz8p0UsyguLjbV53A40NrairVr1+JrX/saHA6HqX4uzO7C5ebwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FkXHbCMaRN5SUlJjmcjgcaG5uRk9Pz9jXdu/eja6uLtjtdtN+DgdmduF0c/gp0bW7NFfjl+78bg4/Jbp2l+Zq/NKd383hp8LIuOWdlDQkP7dnBu3t7RM2KADQ09OD9vZ2034GF2Z24XRz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsi4ZZOShkWLFpnmmu4mNskTkHTCzC6cbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FQYGbdsUtIw/io2s6W+vj7l1+vq6kz7GVyY2YXTzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoj45ZNShrC4bBprra2NjQ0NEz4WkNDA9ra2kz7GVyY2YXTzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoj45YT59Ng5iXe7HY7urq60N7eDqfTibq6OrS1tWl30jxgbhdON4efEl27S3M1funO7+bwU6Jrd2muxi/d+d0cfiqMjFveSUlD8iY4ZmG329HR0YGtW7fi9ttv13KDApjfhcvN4adE1+7SXI1fuvO7OfyU6NpdmqvxS3d+N4efCiPjlk1KGkpLS7V0U6NzF+meX25qdF6P0p3fzeGnRNfu0lyNX7rzuzn8VBgZt2xS0lBUVKSlmxqdu0j3/HJTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LIuGWTkgaXy6Wlmxqdu0j3/HJTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LIuGWTkobpLhuc625qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KI+OWTUoaAoGAlm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KI+OWTUoaRkZGtHRTo3MX6Z5fbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUGBm3bFLSUFlZqaWbGp27SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsi4ZZOShsHBQS3d1OjcRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FUbGnZebFJfLhWg0ikgkgoGBAQCA1+uF3+8HADidTsRiMYTD4bFoHo9n7PNy/f39iMfjKCoqGrv5jNvtRjAYBAD09fUBAILBINxuN4DRm9SEQiHE43H09/cDGP38ncfjATB6cMLhMGKxGJxOJ8rLy+H3++H1egEAAwMDiEQiiEajY1dA8Pl88Pl8ps4pFArNek5JJs8JwKznZLFYSOeUfHymx8mMOZl1nMrLy01Ze6nmNGfOHLI5JcdmxtpLNackFMepuLiY9PfJZrORrb3y8nKy14gkZqy9VHOyWq1ZHads5pRIJEx9LZ88p+R4dXgtnzynkpISste9kpISsjmFQiHT1l6qOSWhOE6FhYWmvpZPnpPVaiVbe+Xl5ab/bZScUxKqf3NtNltWxymbOSV/HtXfEZFIhOw1Ivn8TI9TNnOaO3fulDnNhMXj8SRmfNR7lFgshoKCAu3cANDd3Y3GxkYSt85dKP2UzQF9u8taV+OXtc7vpvZLd343IK8xKtyy1tX4c22t5+U7KWaR3O3p5qZG5y7SPb/c1Oi8HqU7v5vDT4mu3aW5Gr9053dz+KkwMm7ZpKShrq5OSzc1OneR7vnlpkbn9Sjd+d0cfkp07S7N1filO7+bw0+FkXHLJiUN4z8XqZObGp27SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsi4ZZOShvEn5erkpkbnLtI9v9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpKGiokJLNzU6d5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WRccsmJQ06n1hFic5dpHt+uanReT1Kd343h58SXbtLczV+6c7v5vBTISfOm4zOO21KdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KeSfFZJI3FNPNTY3OXaR7frmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fk3HrOlInknTozxeFwoLW1FWvXrkVrayscDodp7lyCcuzUXaR7frmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fk3DaCceQNtbW1GT/W4XCgubkZPT09Y197+eWX0dXVBbvdPit3rkE5duou0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDJueSclDT6fL+PHtre3T9igAEBPTw/a29tn7c41KMdO3UW655ebGp3Xo3Tnd3P4KdG1uzRX45fu/G4OPxVGxi2bFJPo7+9P+XWn08k8EkEQBEEQBEHQG6WblJ07d+Kiiy7Csccei8rKSmzevHnKY/bt24fPfvazWLZsGerr67Fq1Sq8+eabLOObN29exo+tr69P+fW6urpZu3MNyrFTd5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WRcSvdpAQCAaxYsQK333475s6dO+X7//znP7FmzRrY7Xb87ne/w/PPP4+2tjaUlpayjM/lcmX82La2NjQ0NEz4WkNDA9ra2mbtzjUox07dRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FUbGrfTE+dWrV2P16tUAgC9+8YtTvt/e3o7TTz8dt9xyy9jXjjjiCK7hobq6OuPH2u12dHV1ob29HU6nE3V1dWhra0t50ny27lyDcuzUXaR7frmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fk3Dl7da94PI4nn3wSGzduxPnnn4/du3dj2bJl+PKXv4zzzjuPbQzZYLfb0dHRQeLOJSjHTt1FuueXmxqd16N053dz+CnRtbs0V+OX7vxuDj8VRsZt8Xg8CYKxZM3ixYtxxx134JJLLgEw+rbQ8uXLUVJSghtuuAGrVq3Cs88+ixtvvBEPP/ww1qxZk9LT3d3NOWxBEARBEARBELKksbEx7fdz+p0UADj77LOxYcMGAMBxxx2H3bt3o6OjY9pNykwTfq/Q3d0tLZiR5mqQ7vxIczVIdzVId36kuRpyrXvOXoK4uroaNpsNy5cvn/D1o48+Gvv372cZg9fr1dJNjc5dpHt+uanReT1Kd343h58SXbtLczV+6c7v5vBTYWTcObtJKSoqwvHHHz/l41v79u3D0qVLWcZQUFCgpZsanbtI9/xyU6PzepTu/G4OPyW6dpfmavzSnd/N4afCyLiVftzL7/fj7bffBjD68a79+/djz549qKqqwtKlS/GVr3wFn//857Fy5UqsWrUK27dvx6OPPpryfioUlJWVaemmRucu0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDJupe+kvPrqq1i1ahVWrVqFw4cP47bbbsOqVatw6623AgDWrl2LH/3oR7jrrruwcuVK3Hfffbj33nunPR/FbCjvFq/zneh17iLd88tNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoj486Zq3vlIrFYjOxtNUo3QHvyk85dKP3UJ5zp2l3Wuhq/rHV+N7VfuvO7AXmNUeGWta7Gn2trPWfPSckFotGolm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KI+OWTUoahoeHtXRTo3MX6Z5fbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUGBm3bFLSsGDBAi3d1OjcRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNHg8Hi3d1OjcRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNBQWFmrppkbnLtI9v9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpKG0tFRLNzU6d5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WRccsmJQ39/f1auqnRuYt0zy83NTqvR+nO7+bwU6Jrd2muxi/d+d0cfiqMjFs2KWmora3V0k2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUlDJBLR0k2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUlDIBDQ0k2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUlDdXW1lm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KI+POy02Ky+VCNBpFJBLBwMAAAMDr9cLv9wMAnE4nYrEYwuEwBgcHAYxevzm5y+vv70c8HsfBgwcxNDQEAHC73QgGgwCAvr4+AEAwGITb7QYADA0NIRQKIR6Pj50cFAgExq4LPTg4iHA4jFgsBqfTCbfbDb/fD6/XCwAYGBhAJBJBNBqFy+UCAPh8Pvh8PlPnFAqFZj2n5GMnzwnArOfU399POqcDBw5kdZzMmJNZx8ntdpuy9lLNaXBwkGxODofDtLWXak5JKI5Tso0Zay/VnFwuF9nac7vdZK8RScxYe6nmNL6P2b9PBw4cMPW1fPKc3nnnHW1eyyfPaWhoiOx1b2hoiGxODofDtLWXak5JKI7TwYMHTX0tnzyn/v5+srXndrtN/9soOackVP/mju9j9u/T/v37Sf+O6O3tJXuNSD4/0+OUzZwGBwenzGkmLB6PJzHjo96jBINBlJSUaOcGgO7ubjQ2NpK4de5C6adsDujbXda6Gr+sdX43tV+687sBeY1R4Za1rsafa2s9L99JMQvKRUbppkbnLtI9v9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpCH5lphubmp07iLd88tNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoj45aPe+Up1G+VClOR5mqQ7vxIczVIdzVId36kuRpyrbu8k5KG8SeI6uSmRucu0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDJu2aSkIRwOa+mmRucu0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDJu2aSkoaqqSks3NTp3ke755aZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZFxyyYlDcnrS+vmpkbnLtI9v9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpKG0tFRLNzU6d5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WRccsmJQ1FRUVauqnRuYt0zy83NTqvR+nO7+bwU6Jrd2muxi/d+d0cfiqMjFs2KWlwuVxauqnRuYt0zy83NTqvR+nO7+bwU6Jrd2muxi/d+d0cfiqMjFs2KWmor6/X0k2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUlDIBDQ0k2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUnDyMiIlm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KI+OWTUoaKisrs3q8w+FAa2sr1q5di9bWVjgcjmm/f9111035vi5k2yVX3Bx+SnTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwMm7ZpKRhcHAw48c6HA40Nzejs7MTO3bsQGdnJ5qbm8c2IjN9Xyey6ZJLbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FQYGbdsUtJQXl6e8WPb29vR09Mz4Ws9PT1ob2/P6Ps6kU2XXHJz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsi483KT4nK5EI1GEYlEMDDzJSGAAAAgAElEQVQwAADwer3w+/0AAKfTiVgshnA4PLaz83g8Yyf19Pf3Ix6PIxqNjt0h0+12IxgMAgD6+voAAMFgEG63GwDQ29ubciz79+/P6PsDAwOIRCKIRqNjl2nz+Xzw+XymzikUCmU8p6GhIYRCIcTjcfT39wMYPfEp6RwcHEQ4HEYsFoPT6QQA+P1+eL1ew3MKBoOkcxoeHk45J4/HQzYns46TzWbL6jhlM6dEIkE2p6GhIdPWXqo5JaE4TvF4nPT3KRKJkK09m81G9hqRxIy1l2pOoVAoq+OUzZz8fr9pay/VnDwejzav5ZPnZLFYyF73LBYL2ZySz6F6LU9CcZxGRkZMfS2fPKdQKES29mw2m6mv5ePnlITq39zkcaX4ffL5fKR/Rxw6dIjsNSL5/EyPUzZzAjBlTjNh8Xg8iRkf9R7F6XSirq4uo8e2trais7NzytdbWlrQ0dEx4/fNpru7G42NjaZ7gey65JKb2k/ZHNC3O/Ux1XWtU/tlrfO7qf3Snd8NyGuMCresdTX+XFvreflOillkE7OtrQ0NDQ0TvtbQ0IC2traMvq8TlL98lG4OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUGBm3bFLSMP4tx5mw2+3o6upCS0sLmpqa0NLSgq6uLtjt9pTfb25unvB9ncimSy65OfyU6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fk3DaCceQN4z/vngl2uz3tR7fGf9/r9aKiomJW41NFtl1yxc3hp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KI+OWd1LSQLmJ0HWDAujdRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNCSvQKCbmxqdu0j3/HJTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LIuGWTkoasd33xGApefBpz7toExKLmunMI+S8QatC1uzRX45fu/G4OPyW6dpfmavzSnd/N4adC3kkxGas1+zzFv+mA7eVnYXt5u+nuXIFy7NRdpHt+uanReT1Kd343h58SXbtLczV+6c7v5vBTYWTces6UieRNcDLGWoDImk8DAAr/8AiQmP4WNFm7cwjKsVN3ke755aZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZFxyyYlDbW1tVk/J3rKGiTK5qGg5++w/mOvqe5cgXLs1F2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUmDz+fL/knFczBy+noAQNGTj8zK7XA40NrairVr16K1tRUOhyP78RBgqEsOuDn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZNxynxQCRs44F4VP/AoFrz4Hi/MdJOqWZu1wOBxobm5GT0/P2NdefvllbW8AKQiCIAiCIAiZIu+kpGHevHmGnpeomI/oyk/Ckkig6MlOQ+729vYJGxQA6OnpQXt7u6ExmYnRLqrdHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpMHlchl+buTM0RPobTueBIY9Wbv7+/tTft3pdBoek1nMpotKN4efEl27S3M1funO7+bwU6Jrd2muxi/d+d0cfiqMjFs2KWmorq42/NzE4iMQ/eC/wzISQeFffpe1u76+PuXX6+rqDI/JLGbTRaWbw0+Jrt2luRq/dOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNMTj8Vk9f+Tdd1MK/+cxIBLOyt3W1oaGhoYJX2toaEBbW9usxmQGs+2iys3hp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KI+POy02Ky+VCNBpFJBLBwMAAAMDr9cLv9wMY/chULBZDOBzG4OAgAMDj8SAQCAAY/ahVPB7H0NDQ2HWd3W43gsEgAKCvrw8AEAwG4Xa7AYxe/zkUCiEej499VMu37GhEFjfA6nMj9KfHEA6HEYvF4HQ6x8bj9XoBAAMDA4hEIohGo3C5XLDb7XjooYfQ3NyMpqYmrFu3Dr/5zW9QX18/qzmFQqFZzSkQCODgwYMAgMHBwQlzApB2TsDo1R2SV3hIdZwOHjxIOieXy5VyTh6Ph2xOZh0nr9eb1XHKZk6HDh0im1NfX59pay/VnJJQHKdDhw6R/j4NDg6SrT2v10v2GpHEjLWXak7JY0Lx++RyuUxbe6nm1N/fr+w1YrZzcrvdZK97brebbE7J71O9liehOE5DQ0OmvpZPntPAwADZ2vN6vaa+lo+fUxKqf3OT/zfF75PT6ST9O6Kvr4/sNSL5/EyPUzZzcrvdU+Y0ExaPxzP9HQeFWWN77inMue8WxBfZEbzlQYDpTqHd3d1obGxk+VnCKNJcDdKdH2muBumuBunOjzRXQ651z8t3Uswik13eTEQ/+nHE59fA2udAwZ7/NdWtCsqxU3eR7vnlpkbn9Sjd+d0cfkp07S7N1filO7+bw0+FkXHLJiUNBQUFs5fYbBj55PkAgFjXL8ZuzvjVr341Z27OmC2mdFHg5vBTomt3aa7GL9353Rx+SnTtLs3V+KU7v5vDT4WRccvNHNNQVlZmimfktLWwdf0MZT3/h31Pv4lXvYcBAK+99pqWN2c0qwu3m8NPia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVGxi3vpKTBtHuSlJThyZE5AICvHbVw7Mu5cnPGbKG8Vwv1fWBy4T4zRtG1uzRX45fu/G4OPyW6dpfmavzSnd/N4afCyLhlk5KGmpoa01w/H4ogGk+gZVEl7HOLxr5OsdgcDge+/e1vY+3atWhtbTX9Y2VmduF0c/gp0bW7NFfjl+78bg4/Jbp2l+Zq/NKd383hp8LIuGWTkoZoNGqaq6B2MX51wA2b1YJrjvrXgTL75owOhwPNzc148sknsWPHDnR2dqK5udnUjYqZXTjdHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpGF4eNg0V1tbG7YcLgQAXLasGguKCkhuztje3o6enp4JXzP7Y2VmduF0c/gp0bW7NFfjl+78bg4/Jbp2l+Zq/NKd383hp8LIuGWTkoYFCxaY5rLb7bjjV4/iVUsJSmxW3P2pU0lOmk/ehGcyZn6szMwunG4OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUGBm3bFLSkLzTplnY7XYsv/5WAMC5c0Zgr1s4wzOyp76+PuXXzfxYmdlduNwcfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDJu2aSkobCw0HRnfPkHETvyWBQEh1H4zBOm+9va2tDQ0DDha2Z/rIyiC4ebw0+Jrt2luRq/dOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNJSWlpovtVgQOfszAIDCJ38NmHwClN1uR1dXF84880w0NTWhpaXF9I+VkXRhcHP4KdG1uzRX45fu/G4OPyW6dpfmavzSnd/N4afCyLhlk5KG6c7vmC2x409GZEE9rEMu2F78q+l+u92Om2++GVu3bkVHRwfbeS+57ubwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FkXEr3aTs3LkTF110EY499lhUVlZi8+bN0z5248aNqKysxF133cU2vtraWhqx1YrY2nffTXniV0AiQfNziCDrQuzm8FOia3dprsYv3fndHH5KdO0uzdX4pTu/m8NPhZFxK92kBAIBrFixArfffjvmzp077eMef/xxvPLKK9OeFE5FJBIhcwdOPBXxymoUvPMWCva8SPZzKKDsQunm8FOia3dprsYv3fndHH5KdO0uzdX4pTu/m8NPhZFxK92krF69Gps2bcL69ethtaYeSm9vL66//nrcf//9sNlsrOMLBAJ07sgIRlZfAAAoeuJhsp9DAWkXQjeHnxJdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qjIw7p89JiUajuOKKK/D1r38dy5cvZ//51dXVpO6Rj69DYm4pCv7+Gqxv/Y3sZ5kNdRdKqP2U6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fk3LxvTWTJbbfdhvnz5+Pyyy/P+Dnd3d2EIzKfRR9uQu1zTyLy6/vRc8HVprp1a5EPSHM1SHd+pLkapLsapDs/0lwNnN0bGxvTfj9nNynbt2/Hww8/jO3bt2f1vJkmnA3BYBAlJSWm+VK5LTWtSLz4Z1S8+SrKfEPYdO9P0d/fj/r6erS1tRm+Mld3d7epLcbD0YUKSj9lc0Df7tTHVNe1Tu2Xtc7vpvZLd343IK8xKtyy1tX4c22t5+zHvXbs2AGn04nly5ejuroa1dXVeOedd3DjjTdixYoVLGMwsgj+4RlB6zOHEIzGM3InKqsRPXk1LIkEXr3pa+js7MSOHTvQ2dmJ5uZmOBwOQ2OnhPKXj9LN4adE1+7SXI1fuvO7OfyU6NpdmqvxS3d+N4efCiPjztlNyhVXXIGdO3di+/btY/+rr6/HF7/4RTz++OMsY+jr68vq8YlEAldtd6Pz7cO4Zddwxu7I2RcjDqC50oYlc/51R86enh60t7dnNQYOsu2SK24OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUGBm30o97+f1+vP322wCAeDyO/fv3Y8+ePaiqqsLSpUtRU1Mz4fE2mw21tbWkbwGOZ9GiRVk93mKx4Icfq8QZ2wbwkzf8WGefg3+vLZ7RnahbgqfDNpxeHMU1Ry3Eta8fGPue0+k0NnhCsu2SK24OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUGBm30ndSXn31VaxatQqrVq3C4cOHcdttt2HVqlW49dZbVQ5rjGAwmPVzPrygCBs/UIYEgC/tcONwNPWNGie7/1g6evBa7dVYUFQw9vW6urqsx0CNkS654ObwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FkXEr3aQ0NTXB4/FM+d8999yT8vF79+7Fl7/8ZbbxhcNhQ8/7xofm4dhKG97yxdC+y5eR+z823Yy/+kZQYrPiK+8bfQepoaEBbW1thsZAidEuqt0cfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDLunD0nJReoqqoy9LziAgt+0lSFAgvwkzf8eME19cBMdtvtdti/9l0AwFca6/AfF5yHrq4uw1f3osRoF9VuDj8lunaX5mr80p3fzeGnRNfu0lyNX7rzuzn8VBgZt2xS0jA0NGT4uR9eUISvpvnYVyr3wqZPIHrMh1BmBe5Z/4mc3KAAs+ui0s3hp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KI+OWTUoaSktLZ/X8b35oHo6Z5mNf07lH1n0WAFD4x04gHJrVz6ditl1UuTn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUlDUVHRrJ5fXGDBT07518e+/nfcx76mc8f+7QTEGo6BddiDwmefmNXPp2K2XVS5OfyU6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fk3LJJSYPL5Zq14/ia8R/78ox97Gtat8WCyLpLAACFT2wBoiOzHoPZmNFFhZvDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VRsYtm5Q01NfXm+JJfuxrny869rGvdO7Yh09GbPERsB4agO25p0wZg5mY1YXbzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoj45ZNShoCgYApnskf+3rOGU7vtloxsnb03ZSibQ8D8Zgp4zALs7pwuzn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUnDyIh5H7U6vqYI13ygfOxqX97DkbSPj570ccRrFsHq2g/bS8+aNg4zMLMLp5vDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VRsYtm5Q0VFZWmur7xofK8W9VNvQMx3BntyX9gwtsiHzqYgBA4bZfAonUd65XgdlduNwcfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDJu2aSkYXBw0FRfUYEF9zRVwWYBOv4ewDN96S8xHD1lDeKV1SjofQsFrz1v6lhmg9lduNwcfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDJu2aSkoby83HTncdVF+MaHRr1f2uGBLxKf9rGOvn5sHh59x2X/j74Lxz//afp4jEDRhcPN4adE1+7SXI1fuvO7OfyU6NpdmqvxS3d+N4efCiPjzstNisvlQjQaRSQSwcDAAADA6/XC7/cDAJxOJ2KxGMLh8NjOzuPxjJ3U09/fj3g8jmg0OnaHTLfbjWAwCADo6+sDAASDQbjdbgCjd9IMhUKIx+Po7+8HMHqSkMfjATC6gwyHw4jFYrh4YQAfrLZhfyCGb+wcHd/AwAAikQii0ShcLhccDgfOOeccfOnxv+BgeASNiRC+/9kL0N3dPas5hUKhWc8p6Rw/J6fTCQDw+/3wer0p5wQAPp8PPp9v2uMUDAZJ5zQ8PJzxcTJrTmYdJ5vNNuu1N92cEokE2ZyGhoZMW3up5pSE4jjF43HS36dIJEK29mw2G9lrRBIz1l6qOYVCoayOUzZz8vv9pq29VHPyeDzKXiNmOyeLxUL2umexWMjmlHwO1Wt5EorjNDIyYupr+eQ5hUIhsrVns9lMfS0fP6ckVP/mJo8rxe+Tz+cj/Tvi0KFDZK8RyednepyymROAKXOaCYvH48mdkx1yDKfTibq6uowf73A40N7ejv7+ftTX16OtrQ12uz3lY7d39+P85+KIxIHOT1bjk0vmTPh+a2srOjs7AQBfP2ohbv+3RXhuyI+76j6Ejvvvn3Es3d3daGxszHjs2ZBtl1xxU/spmwP6dqc+prqudWq/rHV+N7VfuvO7AXmNUeGWta7Gn2trPS/fSTGLbDcozc3N6OzsxI4dO9DZ2Ynm5mY4HI6Uj29qrMe3jp8HAPjKTjc84Ykf+0ruZAHgnp5BDIajWFldhvqhAwZmYi6Uv3yUbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FQYGbdsUtIw/i3HmWhvb0dPT8+Er/X09KC9vX1a94Z/K8NHa4rQH4zjm//rmfD98Te9CcTi+NFbBwEAV1RkPCQysumSS24OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUGBm3bFLSMP7z7jMx/p2P8SQ/u5fKXWC14CdNlZhbYMEjbx3GNsfhse+3tbWhoaFh7P//cc8gvNEEViQOw/r33RmPi4JsuuSSm8NPia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVGxi2blDRUVGT+tsX4dz7GM93bW0n3URWF2HTC6Me+Nj7nwcDh0YNot9vR1dWFlpYWNDU14cxzz0f4k+cBAIoe/8UEl8PhQGtrK9auXYvW1tZpP2JmlMn+5IlUFGTTPBf9lFCOXVc3NTqvR+nO7+bwU6Jrd2muxi/d+d0cfiqMjFs2KWlIXoEgEya/8wEADQ0NaGtrm9F91YpSnFJXhMFQHNc850Hi3Rs32u12dHR0YOvWrejo6EBJy2VIzC2F7W+7YP3HXgDTnwtz4IA5566k8q9bt870jVCSbJrnop8SyrHr6qZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZFxyyYlDdns+ia/89HS0oKurq5pr+413m21WPCTpiqUF1qwrTeER946nPI5KC3HyOrzAfzr3ZTpzoW59957Mx57OlL5e3t7pz3XZrbIf4GYHl3/y480V+OX7vxuDj8lunaX5mr80p3fzeGnwsi4bQTjyBus1uz2cMl3Poy4l5XZcNtJFdiww4NvvODBKXVFWFI29fBEVl+Awj92wvb6S7Due2Pac2HM2mlne67NbMm2ea75KaEcu65uanRej9Kd383hp0TX7tJcjV+687s5/FQYGbeeM2UieRMcLvclR5XgzKVz4BtJYMNOD+KJFLewKZuHkTPePTfldw9Ney5MTU2NKePM9lyb2ULZnMNPCfd61MFNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoj45ZNShpqa2tZ3RaLBf9vZSXmF1vxdF8YP/17IOVzI2e2IFE8B7bXXkD75y9JeS7MF77wBVPGme25NrOFsjmHnxLu9aiDmxqd16N053dz+CnRtbs0V+OX7vxuDj8VRsYtm5Q0+Hw+dndtSQHuXFkJANj0kg/7vCNTH1ReiZFPNAMA7C8+NeVcmLvvvhv33nuvKVf7SnWuzUMPPTTtuTazhbI5h58SFesx193U6LwepTu/m8NPia7dpbkav3Tnd3P4qTAybjknJQdZf8RcfPp9c/Hrtw/j6u1u/OHsGtislgmPGTnz0yj8n8dge3UnGs79z7FzYZJX4xp/svvLL7+c9iT+TEmk+viZIAiCIAiCIJiMvJOShnnz5ilz3/HvlVhUYsVLAyP4f3un3qUzUTEfIx8/BwBQ1PWzsa9Pd7Uvo1fjSnUJ4ksvvZTsEsSUzTn8lKhcj7nqpkbn9Sjd+d0cfkp07S7N1filO7+bw0+FkXHLJiUNLpdLmbuy2Iq7T6kCANy+24c9Q5Epjxn51MVIFBXDtmsnrD1vAjD/alxmb3pmgrI5h58SlesxV93U6LwepTu/m8NPia7dpbkav3Tnd3P4qTAybtmkpKG6ulqp+/TFc3DFMaUYiQNfeNaNUHTix60SFfMxcsa5AICixx4EYP7VuLgvQUzZnMNPier1mItuanRej9Kd383hp0TX7tJcjV+687s5/FQYGbdsUtIQj8eVu79z4jwcOa8Af/NE0b5r6klHkbMuGrvSl/Wtv5l+NS7uSxBTNufwU5IL6zHX3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDJu2aSkwev1KneXFlpx36r5KLAAP37Dj2f7wxMfMK8SI5989y70jz04djWuM888c+xqXLM5aT7VpmfZsmVklyCmbM7hpyQX1mOuuanReT1Kd343h58SXbtLczV+6c7v5vBTYWTceblJcblciEajiEQiY3de93q98PtHT0B3Op2IxWIIh8MYHBwEAHg8HgQCo/cl6e/vRzweR3l5+djNZ9xuN4LBIACgr68PABAMBuF2uwGM3qQmFAohHo+PfUQqEAjA4/EAAAYHBxEOhxGLxeB0OlFTUwO/3z920AYGBhCJRBCNRsc+t+fz+eDz+XBiTRGuPtKCBICrnz2Et/sOTphT5KxPI148F7a9LyH2xi6Ulpbi5ptvxkMPPYQf/ehHsNvtY3MKhUJZzam2thaPPvoo1q5di6amJpx77rnYvHkz7Hb7lDkByHhO0x2noqKirI9TNnOyWq1ZHScz5mRk7aWaU01NjSlrL9WcKioqyOYUjUYNrb1M55SE4jjNmzfPtLWXak4lJSVka6+mpsa0tTd5TknMWHup5lRcXJzVccpmTjabzdTX8slzAqDsNWK2c5o/fz7Z6978+fPJ5hSNRrM+TtnMKQnFcSotLTX1tXzynIqLi8nWXk1Njel/GyXnlITq39ySkpKsjlM2c7JYLKR/R8RiMbLXiOTzMz1O2cypqqpqypxmwuLxeOS6stPg9XpRUVHB5nY4HGhvb0d/fz/q6+vR1tY29g7ISDyBNb8fwK7BEVx45Fzct2r+hOcWPfoAih7/BaIrjkfomz9Ed3c3Ghsb2caug5vaT9kc0Lc79THVda1T+2Wt87up/dKd3w3Ia4wKt6x1Nf5cW+tyn5Q0FBQUsLlT3d/k+eefx3HHHQefz4f6+nrceE0bLnIX4pG3DuPsZYex/oi5Y4+NrGlB4VO/he1vu2D9+26goJRt7Lq4OfyU6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fk3Hn5cS+zKCsrY3OnutTv/v378cQTT4zdn2TjJc3YeOTo29obn3PDGfzXR11QWo7Imk8DAIoffRAgvPEiZxfd/JTo2l2aq/FLd343h58SXbtLczV+6c7v5vBTYWTcsklJA9VldlO5p7vU73h6enrQ/bOb8YnFxXCHE9iwwz3hLvAjq89HorQcBW++hrJ//t30MSfh7KKbnxJdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qjIxbNilpqKmpYXNPd6nfybicTtx9ShUqiyz4nwNhPPBm4F/fLClD5KwLR33P/I7s3RTOLrr5KdG1uzRX45fu/G4OPyW6dpfmavzSnd/N4afCyLhlk5KG5BVDONypLvWbirq6OtSXFOBHK0fvRt/2og/d3pGx74+ccR4SZfNQtn8fCl5/2dxBvwtnF938lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUnD8PAwmzt5f5OWlhY0NTXhrLPOwpIlSyY8ZvxNGZsb5uLTR87F4VgCVz7rxkj83XdN5pYgcvbFAN69Cz3BuymcXXTzU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FkXHLJYhzmJ07d+Lqq68eu2zbPffcg5NPPnns+95IHCd3HcT+QAxfP64cbSfMG/1G+DCKN34ahcFhHL7mNsQ+9DFFM6Al3SWbVUB9yUQhNdKdH2muBumuBunOjzRXQ651l3dS0pC8iY0Kt8PhwIYNG9Db2wuv14ve3l5s2LABDodj7DEVRVbct6oKFgA/3DuM513v3o2+eC5cJ58FACj67U+BeJx17Bzu5CWbOzs7x65+1tzcPKHPbPy5SC50zzU3NdRjl+6p0bmLdM8vNzU6r0fpzu/m8FNhZNyySUlDYWGhMneqSxL39PSgvb19wtdOrivGNceVIZ4ArnrWDW9kdEMyeMJpiM+vQUHvPtheeoZ17BzuTPsY9eciudA919zUUI9duqdG5y7SPb/c1Oi8HqU7v5vDT4WRccsmJQ2lpXQ3RJzJPd0liVNdwu36D83DB6sL0euP4ZsvjO5UE7ZCRNZ/DsDo3egRM+9EK8oug4ODaG1txdq1a9Ha2jrtOyPZ9BkP5dipUbkec9VNDfXYpXtqdO4i3QlkF/YAACAASURBVPPLTY3O61G687s5/FQYGbdsUtKQyb1LqNzTXZK4rq5uyteKCizoWFWFuQUW/Oqtw3isJwgAiJ5yJuK1i2F1vgPbzj/NftDvQtXF4XBg7dq1GX2EK5s+46E8ptSoXI+56qaGeuzSPTU6d5Hu+eWmRuf1KN353Rx+KoyMWzYpaaitrVXmTnVJ4vFX95rM0ZWFaP/o6InzG5/zwBW2ADYbIud+HgBQ9NjPgJHI7AcOui7t7e145513Jnxtuo9wZdsnCeUxpUblesxVNzXUY5fuqdG5i3TPLzc1Oq9H6c7v5vBTYWTcsklJQyRizh/1RtyTL0nc0tKCrq6utFevumx5KdYsKYY3ksBN/yhCPJFA9KTTEVvyPlgPHUThX7eyjN0o2XyEy0gfgPaYUqNyPeaqmxrqsUv31OjcRbrnl5sandejdOd3c/ipMDJu2aSkIRAIzPwgE90Oh2PC+RgA0NHRga1bt6Kjo2PGP8AtFgvuOqUKC+ZY8bK3AD9+3Q9YrYicfzkAoHDrL4FQkGTsZpDtR7jsdntWfQDaY0oN93rUwU0N9dile2p07iLd88tNjc7rUbrzuzn8VBgZt2xS0lBdXc3mNnpJ3cksnFuATUeP3oF+04uH0PLVb+Pt+YsRO/JYWH1uFD71qOljNwujH+HKBspjSg3netTFTQ312KV7anTuIt3zy02NzutRuvO7OfxUGBm3bFLS4Ha72dxGL6k7GYfDgTuvWA/s/BUSVhueqv8kzmm5CO80nQMAKHpiCxCY3d1KZ9tl8jtGyY2Y3W7Hz3/+86w/wpUNlMeUGs71qIubGuqxS/fU6NxFuueXmxqd16N053dz+KkwMu683KS4XC5Eo1FEIhEMDAwAALxeL/x+P4DRcxxisRjC4TAGBwcBjN5kJvlWVH9/P+LxOCwWC4aGhgCMxg0GRz8q1dfXBwAIBoNj0YeGhhAKhRCPx8fOrQgEAmM3rxkcHEQ4HEYsFoPT6URxcTH8fj+8Xi8AoLe3N+Vc9u/fn9WcvvOd74xudh7/PuB6C6g9Eo4PtmDjTzcjuuJ4WIIBxH774KzmNDIyknJOACbMaWBgAJFIBNFoFC6XCwDw+uuv45xzzpnwjtH69euxa9cuAKMf+brzzjuxdetW3HzzzViyZMmMxykUCmV8nMLhcFbHKZM5+Xw++Hw+U9deqjkVFxebsvZSzamgoIBsTn6/P+vjlM2cklAcJ6vVatraSzWnRCJBtvaKi4tNW3uT55TEjLWXak7J40rx+xSJREx9LZ88p8OHDyt7jZjtnAoLC8le9woLC8nmlPw5VK/lSSiOU/Lr2RynbOYUi8XI1l5xcbHpfxsl55SE6t/cRCKR1XHKZk6hUIj074hAIED2GpF8fqbHKZs52Wy2KXOaCYvH40nM+CiBnNbWVnR2dk75ektLCzo6OjL2rF27Fjt27Bj9fxYfA2zcAtiKsOL5e/DCNz+Dku9+EYmiOQh+fzMSlfxvGZo1z1yku7sbjY2NqofxnkO68yPN1SDd1SDd+ZHmasi17nn5TopZjP8vHdRus87HmHDy+YG/A9t+BADYd+LncKB+OaLHnwxLJITCbZuNDRyz6zLTFbwom3P4KeFcj7q4qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUnDokWL2NxGL6k7mSmbnWd/gbmOXYgUluDq7W6Ezr0MCYsFhX/5HSwDxm4INJsuM13Bi7I5h58SzvWoi5sandejdOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNIz/7DWH28gldVM5urq6cOaZZ45udi64AFs/cxyqi614ui+Mu3wLEf3YGbDEoih69EHTxp4pM71jRNmcw08J93rUwU2NzutRuvO7OfyU6NpdmqvxS3d+N4efCiPjlk1KGsLhsFL3dFfBmgm73Y6bb755bLNz4tF23H1KJQDgu6/48NrplyJhK4Tt+adg7d2X9Tj27Zv5OenGlu4dI8rmHH5KVK/HXHRTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LIuOXE+Rwled+U8ZclbmhoyPgjYKlOfvr68x7c//cAGitseDnwa5T+z28R/cBHEfr6HWTjeC+RayecvVeQ7vxIczVIdzVId36kuRpyrbu8k5KG5KXbVLjNum/KeG7+SAWOqbSh2xvFtxadg8ScEtj2voiCv+1iHUc6KJtz+ClRuR5z1U2NzutRuvO7OfyU6NpdmqvxS3d+N4efCiPjlk1KGkpLS5W5Z7oKlhHm2iy4/9T5KLICd/fasGflBQCAol/fByRSv6FGMY50UDbn8FOicj3mqpsandejdOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNBQVFSlzz3QVLKO8f34hvvuRCgDAOpyGkYpqFPS8CduLT7OOYzoom3P4KVG5HnPVTY3O61G687s5/JTo2l2aq/FLd343h58KI+OWTUoaknfNVOE2674pqbjq2FKsWVKMvngx7mw8HwBQ9JsOIBrNaBxLly41ZRypoGzO4adE5XrMVTc1Oq9H6c7v5vBTomt3aa7GL9353Rx+KoyMW06cz2EcDgfa29vhdDpRV1eHtra2jE9Wn+nkp8FQDCd3HcRgYAT79/5/qHEfQOg/NiL6iWZTx/FeItdOOHuvIN35keZqkO5qkO78SHM15Fp3eSclDYFAQKnbjPumTMeCOQX471VViFsL8MXFLQCAoq6fA4dnvn/LggULTBvHZCibc/gpUb0ec9FNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoj41a6Sdm5cycuuugiHHvssaisrMTmzZvHvjcyMoIbb7wRK1euxKJFi7B8+XJcccUVeOedd9jGNzIyoqU7U05dNAcbP1CGx6pPxK7KRlh9bhQ++esZn6dzl1zobhRdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qjIxb6SYlEAhgxYoVuP322zF37twJ3wsGg3jttdfw9a9/Hc888wwefvhhHDhwABdccAGiKc6doKCyslJLdzbccPw8nFBThGuPuBAAUPTkI7B4D6V9js5dcqW7EXTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwMm6lm5TVq1dj06ZNWL9+PazWiUOpqKhAV1cXzjvvPDQ2NuKEE07AnXfeiTfffBNvvvkmy/gGBwe1dGdDodWCn542H7trVmBb9YdhCR1G4eO/SPscnbvkSncj6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fk3FqdkzI8PAyAbxdZXl6upTtbjii34c6VlfhWw4WIwQLbX7fC4tw/7eMpx37o0CG0trZi7dq1aG1thcPhMNWfS92zRdf1KM3V+KU7v5vDT4mu3aW5Gr9053dz+KkwMu6cubrX4sWLcccdd+CSSy5J+f1IJIJ169ahqqoKv/rVr6b1dHd3Uw0x77npH0VY/+wDuMz5DIaO/jB6P/1F1p9/4MABbNiwAfv3/2uDtGTJEtx9991YvHgx61gEQRAEQRAEOma6kpiNaRyzIhqN4sorr4TX68WWLVvSPtbMS6clL7lLAaUbMHYZufuOiKPFcyEuPPgCqv/xKubGgogf88Epj6Ma+x133DFhgwIA+/fvx+bNm9HR0WHKz6DsTn3pPl3XYy6u9UyhHruu3WWtq/FLd343IK8xKtyy1tX4c22t5/zHvaLRKC6//HK88cYbePzxxzF//ny2n025yCjdRikrtOL2M4/CnfZPAQCCv/gxEI9PeRzV2Pv7+1N+3el0mvYzcrF7pui6HqW5Gr9053dz+CnRtbs0V+OX7vxuDj8VRsad05uUkZERfP7zn8cbb7yBrVu3ora2lvXn+/1+Ld2z4YPVRShv/gz6iiqx4MA/4H76qSmPoRp7fX19yq+b+QuZq90zQdf1KM3V+KU7v5vDT4mu3aW5Gr9053dz+KkwMm6lmxS/3489e/Zgz549iMfj2L9/P/bs2YN33nkH0WgUn/vc5/Dyyy/j/vvvh8VigcvlgsvlwuHDh1nGF4vFtHTPlss+WI3fnPAZAICtswMjodCE71ONPdWd7BsaGtDW1mbaz8jl7jOh63qU5mr80p3fzeGnRNfu0lyNX7rzuzn8VBgZt9IT57dv345169ZN+frFF1+M66+/Hh/84NTzIQDgxz/+8bQn2AujzPZzhe7DI/BfdzmOHe7Fto/9B077wmUmjm56HA4H2tvbxz67mGrjkqtQf4ZWSI1050eaq0G6q0G68yPN1ZBr3ZW+k9LU1ASPxzPlf/fccw/sdnvK73k8HrYNysDAgJZuM6iaW4jDF10NAGh6sRPPvvmv80Iox15SUoKOjg5s3boVHR0dpm9Qcr17OnRdj9JcjV+687s5/JTo2l2aq/FLd343h58KI+PO6XNSVFNRUaGl2yyOPuVj6D7iBFTEDsP1y5/CGRx9q07nLjp0nw5du0tzNX7pzu/m8FOia3dprsYv3fndHH4qjIxbNilpsFrp8lC6zaTuii8hZrHi0t4/4+ZtryMWT8BqtcLhcBi+6WK651J30aV7KnRdj9JcjV+687s5/JTo2l2aq/FLd343h58KI+PWc6ZMDA0Naek2E8vS98F/ytmwIY4LXvg5frhnGLt370ZzczM6OzuxY8cOdHZ2orm5OaONisPhSPtc6i66dE+FrutRmqvxS3d+N4efEl27S3M1funO7+bwU2Fk3LJJSQPlJY+5L6c8G2wtlyFaNBfrhnbhub++gPYtT6Knp2fCY3p6etDe3j6jq729Pe1zqbvo1H0yuq5Haa7GL9353Rx+SnTtLs3V+KU7v5vDT4WRccsmJQ0+n09Lt9kkKuYjtm70ksTf2/cwnm84ByitmvK4TG66ONMNG6m76NR9MrquR2muxi/d+d0cfkp07S7N1filO7+bw0+FkXHLJkXIiJEzP434/IU43v9PXOzbC1xyO2CxTHhMJjddnOmGjb29vYbPdREEQRAEQRDyA9mkpGHevHlaukkoKkbk01cBAG7teQTljccDp18+9u1Mb7rY1taGhoaGCV9LPtfhcODSSy81dK5LpmjXfRy6rkdprsYv3fndHH5KdO0uzdX4pTu/m8NPhZFxyyYlDS6XS0s3FdF/Px2xo96PhREfbnA8Dsunvorjmv8TLS0t6OrqyuieJna7HV1dXWhpaUFTU9OE5850vooZ6Ng9ia7rUZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZNw2gnHkDdXV1Vq6ybBYEP7sBpTc9AVcc+BJ3F//cQye9U08tn4hqucUZKyx2+3o6OiY8vWZzlcxAy27v4uu61Gaq/FLd343h58SXbtLczV+6c7v5vBTYWTc8k5KGuLxuJZuSuINxyC8cjVs8Sg69v8KfcE4vvCsG/FEYtbumc5XMQNduwP6rkdprsYv3fndHH5KdO0uzdX4pTu/m8NPhZFxyyYlDV6vV0s3Na4zLkBizlys6nsJ5/jfwFMHwrjrdf+svW1tbVi2bNmEr2V6rkumTNd9Njen5ELX9ajzWqceu3RPjc5dpHt+uanReT1Kd343h58KI+POy02Ky+VCNBpFJBLBwMAAgNE4fv/oH9JOpxOxWAzhcBiDg4MAAI/Hg0AgAGD0Y0fxeBzl5eVjN59xu90IBoMAgL6+PgBAMBiE2+0GMHqTmlAohHg8PvaxpUAgAI/HAwAYHBxEOBxGLBaD0+lETU0N/H7/2EEbGBhAJBJBNBod+9yez+cbu2SbWXMKhUKznpO1eiEi6z4LAHigdzMK4jF89xUfXnCFZzUnu92OzZs3o7m5GU1NTVi7di1++9vfoq6uzrQ5Wa3WKXP6v//7P6xbt27CCfvr16/HSy+9BAA5c5xqampMWXup5lRRUUE2p2g0atraSzWnJBTHad68eaS/TyUlJVkdp2zmVFNTQ/YakcSMtZdqTsXFxVkdp2zmZLPZTH0tnzwnANq8lk+e0/z5801Ze6nmNH/+fLI5RaPRrI9TNnNKQnGcSktLTX0tnzyn4uJisrVXU1Nj+t9GyTklofo3t6SkJKvjlM2cLBaLqa/lk+cUi8XIXiOSz8/0OGUzp6qqqilzmgmLx+OZ/ed08hSv14uKigrt3ADQ3d2NxsZGErfX60XF3DkoueE/YR3ox29OvQoXWVZhcUkBnl1fk9X5KSndGXZxOBxob29Hf38/6uvr0dbWNuPJ+6n8ra2t6OzsnPLYlpaWlOfOTAdlc0Df9aj9Wiccu67dZa2r8Ut3fjcgrzEq3LLW1fhzba3n5TspZlFQYPyPbZVuagoKCoCiYoQv+iIA4LxXtuATFREcCMZw5SzPT8m0i8PhQHNzc9aXK07l5zhh3wx0XY/ar3VN/dKd383hp0TX7tJcjV+687s5/FQYGbdsUtJQVlampZua5NhjJ5yC6LEfhtXvwxbfVswvtuLPB8L4r9eG0z4/3fkfmXYxerniVH6OE/bNQNf1mA9rXUe/dOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNFD+l/Rc+6/02TA2dosFkc9sQMJiRdUzXXj4mGFYANy2exjP9IVTPnemd0Ay7WL03Y9U3093g8lcQtf1mBdrXUO/dOd3c/gp0bW7NFfjl+78bg4/FUbGLZuUNNTU1Gjppmb82OPLjkT0tLWwxOM47S8duPa4MsQTQOuzh+AMxqY8d6Z3QDLtYvTdj1T+dDeYzCV0XY/5stZ180t3fjeHnxJdu0tzNX7pzu/m8FNhZNyySUlD8oohurmpmTz28HmXIVFSBtvel/DtxB401RXh4OE4Lnv6EKLxieenzPQOSKZdjL77MZ0/eYPJrVu3oqOjI+c2KIC+6zGf1rpOfunO7+bwU6Jrd2muxi/d+d0cfiqMjFs2KWkYHk5/bkWuuqmZMvZ5lYicdxkAYO6WH+OnHytF7VwrnnNFcOurvgkPnekdkEy7GH33I6+6i5sc6rFL99To3EW655ebGp3Xo3Tnd3P4qTAybrkEcZ5Cffm+KcSimHvjVSh45y1Emj+Hv3zsMzjnyUHEE8AjZ1RjzdI5AP51Tsr4j3w1NDTk5MersoW9uQBAuqtAmqtBuqtBuvMjzdWQa93lnZQ0JG9io5ubmpRjL7Ah/B9fBQAU/v5hNFmH8O3j5wEArnr2EHr9o2/zzfQOCHWXvOv+HndTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LIuG0E48gbCv9/9s48vKkq/ePfm7U7pQuUtVRBQFHxB4pbUREEnIIVqKIgKFpFXGFwQYsKdETEYZkBQUHGDVCrWEHBFUVAEGFwBEGoUArd0zRJadLs+f3RSYe2aZt7c8+5OeV8nofnmcnyyXu+9801p3c5Wi2TbtK0VLv3osvgunYEtD99A/3GlXji8VzsqXDg62IH7vu+GltvTYZeLTRc/yHGLRftMffz2U0alvuR507fTcNPElZz55kr4+e503fT8JNCSt38SEorREdHM+kmTWu1O++cDl9EJDT/3g3tb/uwOr0jukercaDKhZx9lpDcctBecz9f3aRhuR957vTdNPwkYTV3nrkyfp47fTcNPymk1M0nKa3Q0p2ows3d2uKIJGitdl98IpyZ9wIA9Ov/gQS1B+/elACdCljzhxUfnbBJdssBaT9JWOlHmm7SsNyPPHf6bhp+krCaO89cGT/Pnb6bhp8UUurmk5RW6Ny5c9i7W1ocsaSkRBZ/INqq3TViPLxdU6GqKIH2yzz8X7IOrwyJBwA8+ZMZR00uye5QIe0nCQv9SNtNGpb7kedO303DTxJWc+eZK+PnudN30/CTQkrdfJLSCk6nM+zdLS2OuHr1aln8gWizdo0GjsmPAwB0m9+DYKzAfX2jcOeFkbC5fbhnezVqnF5p7hAh7ScJC/1I200alvuR507fTcNPElZz55kr4+e503fT8JNCSt18ktIKVqs17N0tHT4zGAyy+AMRTO2eSwbBdeWNEJx26DaugiAIWHptPC7uqMGfNW48ttsEn6/53a9JZk7DTxIW+pG2mzQs9yPPnb6bhp8krObOM1fGz3On76bhJ4WUuvkkpRUSExPD3t3S4ojJycmy+AMRbO3Oux6GTxcB7S8/QP37AURpVHj3pgTEagV8dsqO1480b1iSmdPwk4SFfqTtJg3L/chzp++m4ScJq7nzzJXx89zpu2n4SSGlbj5JaQWTyRT27pycHKSlpTV6LC0tDdOnT5fFH4hga/cldoZz7GQAgP695YDbhd4dtFh5fUcAwIu/WLCnwiHJLRXSfpKw0I+03aRhuR957vTdNPwkYTV3nrkyfp47fTcNPymk1N0uJykVFRVwu91wOp0Npz1ZLBbU1tYCAMrLy+HxeOBwOFBVVQWgfpEZ/6GosrIyeL1eCIIAo9EIoD5cm63+zlSlpaUAAJvN1hC60WiE3W6H1+ttOAXLarU2LF5TVVUFh8MBj8eD8vJy6PV61NbWwmKpvy2vwWCA0+mE2+1GRUUFAKCmpgY1NTWtjikxMRH5+fnIyMjA9ddfj3HjxmHdunXo1q1bwDHZ7faQx+RyuQKOCUCzMVmHZcLTuRtUZaeh3fYhampqcGOCC48NiIHbB9z7fTWKLfaGMbndbtHbScyYHA6HqO0UaExStpMcY9Lr9bL0XqAxqdVqYmOqra2VrfcCjckPie2kUqlk671AY/L5fMR6T6/Xy9Z7TcfkR47eCzQm/3Yl8X1yOp2y7subjqmurk6xfUSoY9JqtcT2e1qtltiY/J9Dal/uh8R28j8uZjuJGZPH4yHWe3q9XvbfRv4x+SH131z/6eYkvk92u53o7wir1UpsH+F/f7DbScyYNBpNszG1hWA2m5tfGMBhnoKCAvTp00fpMgAA6t/3I/LV2fBpdbC9/DZ8nbrC7fVhzJdV2FPhxHUpOnw2MgkalaB0qSERTpmfT/Dc6cMzVwaeuzLw3OnDM1eGcMu9XR5JkYtz/9LBkps0Ymv3XDIYrmuGQ3A5oX//H4DPB41KwL9uTEDnSBV2lzvx0v4aSW6xnE+5nw9u0rDcjzx3+m4afpKwmjvPXBk/z52+m4afFFLq5pOUVujatSuTbtJIqd058WH4oqKh+c9eqA/sBACkRKnx9k0J0AjAit9rkV9YRzyX8y339u4mDcv9yHOn76bhJwmrufPMlfHz3Om7afhJIaXuoCcpv/76K1avXo2ZM2diypQpmDp1KmbNmoXVq1fj4MGDoj+YBc4995olN2mk1O6LT4RjQjYA1B9Nqat3XNNZj9yrOgAAHtllwq9lZ+UrNADnW+7t3U0a0rXz3APDci489/blJg3L/chzp++m4SeFlLo1rT1pMBiwZs0abNy4ESUlJfD5fNDpdIiPj4fP54PFYoHT6YQgCOjatSvuuusuZGdno1OnTpIHEU44HA5ERUUx5yaN1NrdN42BZ+c2qAuPQZf/Npx3zQAAPNQ/GgcMTuSdrMN9u85ix23RiNOROch3Pubent2kIV07zz0wLOfCc29fbtKw3I88d/puGn5SSKm7xV+CL730EgYOHIh3330Xo0ePxvr163HkyBFUVFTg2LFjOH78OCoqKnDkyBGsX78eo0ePxnvvvYcrrrgC8+bNC3kw4UDHjh2ZdJNGcu0qNRxTZ8EnqKD9+mOoTv8JABAEAcv+u9BjYa0PM3YGXuhRDlqqvaioCNnZ2cjIyEB2djaKioqIfH4osNqP52Wvh4Gf507fTcNPElZz55kr4+e503fT8JNCSt0tTlJ+/PFHrF69GkePHsWrr76K0aNHB1w4sEuXLhg9ejQWL16Mo0ePYtWqVdixY4foQsIR/63bWHOTJpTavWl94RqeCcHrhf6dpYDXCwCI1qrw/rBExGqAz0/bsfxQbRsmaROLQLUXFRUhMzMTeXl52LVrF/Ly8pCZmRl2ExVW+/F87XWl/Tx3+m4afpKwmjvPXBk/z52+m4afFFLqbnGSsn37dowZMwaCEPxtYQVBwNixY7F9+3bRhYQj0dHRTLpJEx0dHdKRB+e4afDGJ0L95+/Q/Li14fEL4jRYeW0sAGD+AQvGzn65Rb/UiUWg3HNzc1FYWNjoscLCQuTm5gY9Jhqw2o+s9zqrfp47fTcNP0lYzZ1nroyf507fTcNPCil187t7tYJOp2PSTZqysrLQjjxExcB59yMAAP1Hb0Co+d8qpBlpMcju5YUXAn5MHYNdh08E9EudWATK3b9wUVP8CxaFC6z2I8u9Trp2nntgWM6F596+3KRhuR957vTdNPykkFK36EnK2bNnceTIEfz000/YvXt3s3/tCf+qmeHupn09xdy5c0M+8uC+6ia4B1wJwXoWuo2rGh6vqKiAacMC4OguICYBmLYM0Oqb+aVOLALlHug0RgBISUkJZijUYKUfabpJQ7p2nntgWM6F596+3KRhuR957vTdNPykkFJ3q3f3Opfq6mo89dRT2Lx5MzweT7PnfT4fBEFAdXW16CLClZZ+vIaT23/a07mThv3792Pp0qXEVg01m80BHxd15EEQ4JjyBNTPT4P2p6/hvu4WeAYMRpcuXVBeVgp88TQw60OgxwBgwgvAxucb+aVOLAK9LycnB/v372+UYVpaGnJycoIfDwVY6EfabtKQrp3nHhiWc+G5ty83aVjuR547fTcNPymk1B30kZTHH38cn332GR588EG8++672Lx5c6N/W7ZswebNm0UXEM5Yrdawd7d02tPq1atl8QciOTk54ONijzz4OneH87apAAD920sAhx1Wq7W+kW0WYN0TgLMOuCoTuO6uRv6cnBykpaU18gUzsQiUe2pqKvLz85GVlYX09HRkZWUhPz8fqamposZDGhb6kbabNKRr57kHhuVceO7ty00alvuR507fTcNPCil1B30k5fvvv8eMGTMwf/580R/CKi6XK+zdLZ32ZDAYZPEHYtasWfj1119lOfLgGn0nND9vh/rMCejy34F55J3nHNk4BnwwF5jyGnD7s7j1yv+9zz+xSEyNOwAAIABJREFUyM3NRXl5OVJSUpCTk9PmxKKl3FNTU7FmzRrR9dOEhX6k7SYN6dp57oFhOReee/tyk4blfuS503fT8JNCSt1BT1IiIyPRs2dP0R/AMvHx8WHvbunwWUtHO+Tg0ksvlTRBCIhGA8d9sxG5YAa0X36IhKuHIT61TyN/RcluHO92HZ4+osJVvT3oFq0GIG1iQXKbkoaFfqTtJg3p2nnugWE5F557+3KThuV+5LnTd9Pwk0JK3UGf7nXHHXfg888/F/0BLFNVVRX27pZOe5o+fbos/kBUVVU1TBC2bNmCNWvWhHRqlPfC/nANHwfB64X6zYWAx93I/9NzWbihix4GuxdTthvh8Ehf6JHkNiUNC/1I200a0rXz3APDci489/blJg3L/chzp++m4SeFlLpbPJJy4MCBRv8/IyMDu3btwrhx4zB58mR0794darW62fsGDRokuohwJTY2VlF3UVERcnNzUVZWhi5dugQ8WtHSaU9Op5NU6URycY6/H5oDO6EvPgl8swmuUXc0PKdRCVh3Y0fcuMWAA1UuzN5jxj+uixe1ho8fktuUNEr3Yzi6SUO6dp57YFjOhefevtykYbkfee703TT8pJBSd4uTlOHDhzf7Eejz1f8F+4cffmj2+vZ4dy+NJuiz4WR3t3TXrkAXdAc67amgoEC+YptAJJfIKDimzkTk0jnQfbIO7kHp8CX/71S2xAg13h+WgJFfGPBegQ1XJOkwrZ/4hYFIblPSKNmP4eomDenaee6BYTkXnnv7cpOG5X7kudN30/CTQkrdLZ7utXLlSqxYsaLRv5UrVwZ83P/cihUrQhqAXFRUVMDtdsPpdDZcQG6xWFBbWwug/la5Ho8HDoej4fCT2WxuuPNAWVkZvF4vysvLYTQaAQAmkwk2mw0AUFpaCgCw2WwwmeoXIjQajbDb7fB6vQ0Xs1ut1obb9VZVVcHhcMDj8aC8vBwGgwG1tbWwWCwA6i90dzqdcLvdqKioaPGuXfPnzw9pTHa7PeQxlZSUBBwTgFbHBAA1NTWoqakJuJ08A6+BZcAQCE479O8sRXlZWaMxXZ6ow8KBegDAMz+b8cWRUtFjKi4uFrWdQh2TnNvJYDDI0nuBxuSvm8SYTp8+LVvvBRqTHxLbqby8nOj3qaysjFjvGQwGYvsIP3L0XqAx+T+LxPeppKRE1n150zGdOXNGsX1EqGOqrKwktt+rrKwkNqbTp0/L1nuBxuSHxHYqKyuTdV/edEylpaXEes9gMMj+28g/Jj+k/pt77j5Y7u9TcXEx0d8Rp0+fJraP8L8/2O0kZkwVFRXNxtQWgtlsln6CP4cY/tPrmpKeno4tW7a0+f6CggJi66SQRDAbETVnKgRbLezTc+C+Zniz18z52YxVR6zoFKnC92M6NVxIrzSsZs46PHf68MyVgeeuDDx3+vDMlSHcche94jxQP/s5fPgwDh8+HNRMiFXOnc3TdofzKugkczmr0cMx8WEAgG79CqC2eX/Nv7IDhnbRo7LOi8nbjahzBz/PJlk7aZTsx3B1k4Z07Tz3wLCcC8+9fblJw3I/8tzpu2n4SSGlblGTlJ9//hmjR49GWloahg4diqFDhyItLQ2jR4/G3r17RX94uHPuqSS03VIXK6QB6VzcQ2+Fu99AqM6aoV+/stlrtCoBb9/YEakxahyscuGJn0wN10sF4w9EUVERsrOzkZGRgezsbBQVFYU0DhIo2Y/h6iYN6dp57oFhOReee/tyk4blfuS503fT8JNCSt1Bn+713XffYeLEiYiJicGECRPQu3dvAMCff/6Jjz/+GFarFRs2bMDw4c1Pz+FIw393LylrkYTbITuxCOXFiMqZBsHlRN2sV+C5/Opmrzlc7cItXxhgc/uQe2UcHh0g7Y4XgW5SkJaWJnrVedYzZxWeO3145srAc1cGnjt9eObKEG65B30k5cUXX0RaWhr+/e9/Y/HixXjooYfw0EMPYfHixThw4AB69uyJefPmkayVOiRXbQ/GLedaJHJCIxdfSnc4x98PAND/6zXA1vww4YAELValdwQAvLC/Bt+X2IP2n0tLNynIzc0VXT9JlO7HcHSThnTtPPfAsJwLz719uUnDcj/y3Om7afhJIaXuoCcpf/75J6ZOnYqOHTs2ey4hIQFTp04lettbJejQoQOTbtLQysU1cgI8F/SHylQF/QerA77+tl6RmH15LLw+4L4fqlFY4w7a78d/J4um+O9gES6w2o+815Xx89zpu2n4ScJq7jxzZfw8d/puGn5SSKk76ElKr169Gm5vFgir1Ro2f+mXC5VK0n0FFHeThlouKjXsDzwDn0YL7Y7Pof59f8D3PHdFLEb1iIDZ6cPd3xlx1uUNzv9fwvkmBefCaj/yXlfGz3On76bhJwmrufPMlfHz3Om7afhJIaXuoN/xzDPPYPXq1c1WogeAX375BWvWrMGcOXNEFxDO+O8vzZqbNDRz8XXrBWfmVACAft1iwG5r9h6VIODNoR3Rt4MGR81uTP/RBG8LF9IHqj2cb1JwLqz2I+91Zfw8d/puGn6SsJo7z1wZP8+dvpuGnxRS6g76wvm//vWv2LNnD/744w9cccUVuPDCCwEAJ06cwMGDB9G/f39cfXXji5sFQcBrr70muihO6ITbxU8h4XYjcv7DUBcVwDn8djjveSLgy05Y3Bj2eSUsTh+eHhiL566IC/ojQrlJgZ92lTlD8NzpwzNXBp67MvDc6cMzV4Zwyz3oSUqga1HalAsCqqurRb8vXKipqUFcXPA/dMPFDZBtNCVyUZ3+E5EvPQTB44FtznJ4+10e8P3fldiR9Y0RXh/w9o0JyEyLpFY76S83q/3Ie10ZP+91+m7Sfp47fTfA9zFKuHmvK+MPt17XBPtCk8kkuiAORy68PXvDlTEZus/eQcS6V2Fb8Bagj2j2upu7RWDBlR3w/D4LHt5pQq9YNQYm6RSomMPhcDgcDocjFTavvqEEyZkwSTdplMrFOXYyPN3ToKoogW7TuhZfN+PiaEzqE4U6jw+TvqtGhe1/Cwjx3NuXmzSka+e5B4blXHju7ctNGpb7kedO303DTwopdUuapLhcLlRVVcFgMDT7J4bdu3dj4sSJ6N+/P+Lj47F+/fpGz/t8PixcuBD9+vVDSkoK/vKXv+Do0aNSSpZERUUFk27SKJaLRgvHA8/Ap1JB+1UeVH/+HvBlgiBgyTXxGNJJhxKbB/dsr4bD42vbH+aw2o88c2X8PHf6bhp+krCaO89cGT/Pnb6bhp8UUuoOepLicDiwcOFCDBgwACkpKbjooovQt2/fZv/EYLVacfHFF+OVV15BZGRks+eXL1+OlStXYtGiRdi+fTuSk5Nx++234+zZs6I+RyqJiYlMukmjZC7etH5wjZ4IwedDxJpXAEfgBRz1agHvDUtA92g19hmcePInM3w+H8+9nblJQ7p2nntgWM6F596+3KRhuR957vTdNPykkFJ30NekPPnkk/jggw9w1VVXYezYsbIcbrrllltwyy23AABmzJjR6Dmfz4dVq1bhySefxG233QYAWLVqFfr06YOPP/4Y9913X8if3xZeb8vrbYSzmzRK5+LMnAr1rz9BXXIKurw1cE5+LODrOkWqseHmBIzaWoWNf9pwcUcNHrpIL3fJ1FA693B0k4Z07Tz3wLCcC8+9fblJw3I/8tzpu2n4SSGl7qAnKVu2bMFdd92F119/XfSHSKGoqAgVFRUYNmxYw2ORkZG49tpr8fPPP1OZpFgsFiQnJzPnJo3iuej0cDz4HCLnPwzdN5/AM+h6ePpfEfCllyXqsCq9I6Z+X40X99cgBRpkDehMoHLyKJ57GLpJQ7p2nntgWM6F596+3KRhuR957vTdNPykkFJ30Kd7RUVFYfDgwaKLkor/3LWmA0pOTkZlZSWVGkg2AYsN5icccvH2ugjOsVMAAPq1rwB11hZfe1uvSDwzMBZeH/DXXz04ZnbJUittwiH3cHOThnTtPPfAsJwLz719uUnDcj/y3Om7afhJIaXuoI+kTJgwAdu2bcO0adNEfwhNCgoKlC4hbCCZRUlJCVavXg2DwYDk5GRMnz4d3bp1I/Z5Ael3Ffp22Y6osiLYVy/EmYypLb50XDSwP1GH74wajNtWjrcvtyNeK39JvP+UgedOH565MvDclYHnTh+euTLQzL2tNVmCnqTMmzcPjz/+OCZMmIDJkyeja9euUKvVzV43aNAg8VUGoHPn+lNyDAYDevTo0fC4wWBAp06dWnyfnIvQ1NbWIiYmRjYfLTdAdkGeI0eOYObMmSgsLGx47NixY8jPzxe9SntTxObie2wefC9mI+nXXYi+6S/wDLymxde+m+bFqM8rcMgMvHgqHvkjk6BTCyHVey6kF59itR9Z7nXStbOaO+91Zfw8d/pugO9jlHDzXlfGH269HvTpXjabDXV1ddi+fTumTZuGUaNGYcSIEQ3/hg8fjhEjRoguuiVSU1PRuXNnfP/99w2P2e127NmzB0OGDJHtc1qDZJORdJNm6dKljSYoAFBYWIjc3NyQ3WJz8XXrBef4BwAA+nWLgVpLi6+N1qrw4S2dkBKpwk8VTszaU3/HL1ZgtR9Z7nXStfPcA8NyLjz39uUmDcv9yHOn76bhJ4WUuoM+kvLoo49i69atGD9+PAYNGiTL3b1qa2tx8uRJAPVX/RcXF+O3335Dx44d0aNHDzz88MNYsmQJ+vTpg969e+O1115DdHQ0JkyYEPJnB0N5eTlSUlKYc5OmqKgo4OPl5eUhu6Xk4ho5AZp/74b6+G/Qv7scjhkvtPha1VkDNg5PxK1bq/B+gQ194zV4bEBsqGVTgdV+ZLnXSdfOcw8My7nw3NuXmzQs9yPPnb6bhp8UUuoOepLy/fff48EHH8TChQtFF9YSBw8exJgxYxr+/8KFC7Fw4ULcddddWLVqFZ544gnU1dXhqaeegtlsxqBBg7Bp0ybExtL5UcnyhVUk6dmzJ/bt29fscTm+NJJyUalhf+AZRM29H9qft8MzKB3uITe16E9Rq7F6aP0dv174pQa94zQY3bP5Oj3hBqv9yHKvs3wBJM+dvpuGnySs5s4zV8bPc6fvpuEnhZS6gz7dKy4uDhdccIHoD2iN9PR0mM3mZv9WrVoFoH7l8Dlz5uDYsWOoqKjA1q1bcfHFF8taQ2u43W4m3aR5+umnkZaW1uixtLQ05OTkhOyWmouvczc4Jj4MANC/sxSC2diq/7ZekXj+ilj4AGTvMOFwdfjf8YvVfmS510nXznMPDMu58Nzbl5s0LPcjz52+m4afFFLqDnqSMmXKFOTl5TEbjhRIrmxP0k2ahIQE5OfnIysrC+np6cjKypLlonkgtFzcN42Fe8CVEKw10K9dBAS43uRc/+zLY5F1QSRq3T5M/NaIyjqP5M+mAav9yHKvk66d5x4YlnPhubcvN2lY7keeO303DT8ppNQtmM3moK4c/vjjj7F8+XK43W5MnDgR3bp1C3h3r9tvv110ERz5IX1njHBFqDYgKud+CNYaOCY/DteIca2+3u72IeNLA/YbXLgqWYfNo5IQoZF2x6/zNXOl4bnTh2euDDx3ZeC504dnrgzhlnvQR1Kys7Nx+PBh/PHHH3jppZeQnZ2NadOmNfp3//33k6yVOmazmUk3acI5F19CMuz3/RUAoPtwNYSSU636IzQC1g9LRPdoNfYZnHh0tyls7/gVzrkr5SYN6dp57oFhOReee/tyk4blfuS503fT8JNCSt1BXzi/ZcsW0XLW0WoJrPZHwU2acM/Fc+UNcKWPhnbnNkSsXoC6F1YBWl2L/s5RanwwPBGjvjDg45N1uCBOg+euCP3udXIT7rkr4SYN6dp57oFhOReee/tyk4blfuS503fT8JNCSt1BT1Kuv/560XLWiY6OZtJNGhZycUx6DOo//gP16RPQbVoH553TW/UPSNBi3Y0JmPidEa/+ehYXxGowsXeULLXIBQu503aThnTtPPfAsJwLz719uUnDcj/y3Om7afhJIaXuoE/3Oh8pKytj0k0aJnKJjIJ9+vPwqVTQbvsQ6qMH2/Tf0iMCi4Z0AAA8ttuE3eUOeWqRCSZyp+wmDenaee6BYTkXnnv7cpOG5X7kudN30/CTQkrdLU5Spk+fjuPHj4sWHj9+HNOnTxf9vnCkc+fOTLpJw0ou3t6XwDX2Hgg+H/RvvgxYz7bpz+4fg4f6R8PlBSZvN+KEJXzuZsdK7jTdpCFdO889MCznwnNvX27SsNyPPHf6bhp+Ukipu8VJislkwjXXXIOMjAysW7euYWX4QJw8eRJvvfUWMjIycO2118JisYguJBxxOp1MuknDUi7OsffAc2F/qKoN0L+9BE5H20dHXr6qA0Z218Pk8OGOb6tgcnhlrUkqLOVOy00a0rXz3APDci489/blJg3L/chzp++m4SeFlLpbnKR8+OGH2Lp1Kzp06IBnnnkGgwcPRmpqKoYOHYqxY8dizJgxSE9PR2pqKgYPHow5c+YgISEB27Ztw8aNG0MaSLhgtVqZdJOGqVzUGtgfeh4+fQS0+74Hftza9ltUAtbemIABCVqcqPFg8nYjnB7l7/jFVO6U3KQhXTvPPTAs58Jzb19u0rDcjzx3+m4aflJIqTuodVKqqqrw5Zdf4pdffsHx48dhMpkA1C/q17dvXwwZMgQjRoxAYmKi+Ko5RAi3e10rjebHrYh461X4IqJgW7AWvk5d23xPidWDm7dUorzOi7t6R+H16+MhCC2vocIzVwaeO3145srAc1cGnjt9eObKEG65B3XhfFJSEiZPnozly5dj27Zt2Lt3L/bu3YutW7di6dKlmDhxYrucoPgnY6y5ScNiLu700XAPHgrBbkPE6gWAu+1rTbpF19+aOEojYOOfNiz+j7KrvLKYO2k3aUjXznMPDMu58Nzbl5s0LPcjz52+m4afFFLqbpd396qoqIDb7YbT6YTBYAAAWCwW1NbWAgDKy8vh8XjgcDhQVVUFoH6RGf+hqLKyMni9XgiCAKPRCKA+XJvNBgAoLS0FANhstobQjUYj7HY7vF5vwx0MrFZrw+I1VVVVcDgc8Hg8KC8vh16vR21tbcP1OwaDAU6nE263GxUVFQCAmpoa1NTUyDomu90e8phcLlfAMQEIeUxut5vMmMxm2O+bDVeHRKhPHIX2k7VBbaeBSTqsGBIJFYCXD57FmoPlim0nvV4vS+8F2k5qtZrYmGpra2XrvUBj8kPi+6RSqYh+n3w+n6jtJGZMer2e2D7Cjxy9F2hM/u1K4vvkdDpl3Zc3HVNdXR0z+/KmY9JqtbLty5uOSavVEhuT/3Pk6L1AY/JDYjv5HxezncSMyePxEOs9vV4v+28j/5j8kPpt5F+0mcT3yW63y/7b6NwxWa1WYvsI//uD3U5ixqTRaJqNqS2COt2Lwx7hdsguXFAd/w2RLz8JwedF3VOvwTNgcFDve/NILZ7+2QKtCvjkliQM7aJv9hqeuTLw3OnDM1cGnrsy8NzpwzNXhnDLvV0eSZGLc//SwZKbNCznUhyTBOft9wIA9G/+DYKlOqj3PXhxDGZc8r9bE/9hdhGsMjCs5s57XRk/z52+m4afJKzmzjNXxs9zp++m4SeFlLr5JKUVunZt++LqcHSThuVcunbtCteYSXD3GwiVxQT9mwsBb3C3GF4wuAMyekagxulD1jdGVNg8bb9JRljNnfe6Mn6eO303DT9JWM2dZ66Mn+dO303DTwopdfNJSiuce+41S27SsJyLzWYDVGo4Hnoevpg4aA7/Au2XHwX1XrVKwJs3dMTgZC3O1How8TsjrC56a6iwmjvvdWX8PHf6bhp+krCaO89cGT/Pnb6bhp8UUurmk5RWcASx8F84uknDci5+vy8hGfbsZwEAuo/XQHXiaFDvj9KosPHmRKTGqHGwyoUHdpjg8dK5rIvV3HmvK+PnudN30/CThNXceebK+Hnu9N00/KSQUjefpLRCx44dmXSThuVczvV7Bl4L5y3jIXg8iFi1AKgLbqGh5Eg18kYkIl4nYNsZO+bsszTcKYQkrObOe10ZP8+dvpuGnySs5s4zV8bPc6fvpuEnhZS6NS09MWbMGNEyQRCwefNm0e8LV4xGI7H1X0i6ScNyLk39zjsegvrYb1AXFUD/9hI4pucALSzYWFRUhNzcXJSVlaFLly5Y8kgOpv9HgzePWtEjRo1RzW/4RbR27iYP7X5kxU0alnPhubcvN2lY7keeO303DT8ppNTd4iTFv07IuZSUlODUqVPo0KEDUlNTAdT/cLNYLEhLS0O3bt0klB2+REdHM+kmDcu5NPNrdbDPeAFRL2RDu/c7ePpfAfeNGc3eV1RUhMzMTBQWFjY8tn//fsx/4zM8+7sac3+pgaqvGiTv3Mdq7rzXlfHz3Om7afhJwmruPHNl/Dx3+m4aflJIqbvFScoXX3zR6P/v2bMHd999N1asWIGJEydCrVYDqF8oaMOGDXjhhRfw+uuviy4gnNHpdEy6ScNyLoH8vpQecNz7V0S88Tfo318Ob1pfeFMbzzZyc3MbTVAAoLCwEAfWLMCCx5dg7v4avHRch8svcOD6FDKHVFjNnfe6Mn6eO303DT9JWM2dZ66Mn+dO303DTwopdQd9TcrcuXMxefJkTJo0qWGCAgBqtRr33HMPJk2ahOeff150AeGMf9VM1tykoZFLUVERsrOzkZGRgezsbBQVFcnqb4r72hFw3TgGgsuFiBUvArbaRs/7V2BtSnl5OR4dEIMH+0fD5RMw6TsjjprIrKHCaj/yXlfGz3On76bhJwmrufPMlfHz3Om7afhJIaXuoCcpv//+O3r06NHi8z179sSRI0dEFxDOdOnShUk3aUjn4j+1Ki8vD7t27UJeXh4yMzNlmai0Vrtj0qPw9OwNVWUpIt56FTjnYviW3peSkgJBELDwqg64MdENy3/XUCm1yr+GCqv9yHtdGT/Pnb6bhp8krObOM1fGz3On76bhJ4WUuoOepKSkpODTTz+F2+1u9pzb7camTZuQkpIiuoBwxmoN7m5P4eYmDelcWjq1Kjc3VxZ/i+j0sD/6EnwRUdDs/xHabzY1PJWTk4O0tLRGL09LS0NOTg6A+jVUFlzkxJBOOhRbPcj6pgo1TnnXUGG1H3mvK+PnudN30/CThNXceebK+Hnu9N00/KSQUnfQk5QnnngCe/fuxfDhw/Gvf/0LO3bswI4dO7Bu3TrcfPPN2LdvHx5//HHRBYQzLheZ03ZIu0lDOpfWTq2Sw98avs7dYX/gaQCA7oNVUJ2oPzqYmpqK/Px8ZGVlIT09HVlZWcjPz2+4gQQARKiBjTcnoHecBr+b3JjyfTWcHvluTcxqP/JeV8bPc6fvpuEnCau588yV8fPc6btp+Ekhpe4WL5xvyr333guVSoXc3FzMmjWr4c5fPp8PSUlJWLp0KaZOnSq6gHAmPj6eSTdpSOfS2qlVcvjbwnPljXCOGA/dN58gYuU82OavAWLikJqaijVr1rT63oQINT6+JREjPjfgh1IHHtttwur0js3ulEeq9vPNTRrStfPcA8NyLjz39uUmDcv9yHOn76bhJ4WUukUt5jhlyhQcOXIEX331FdauXYu1a9fi66+/xtGjR9vdBAUAqqqqmHSThnQuOTk56N69e6PHu3fv3nBqVaj+YHBOnA7PBf2hMlYg4s2XAW/wp271itUgb0QiojUCPjxRh5f210gttxGs9iPvdWX8PHf6bhp+krCaO89cGT/Pnb6bhp8UUuoWveK8RqPBVVddhXHjxmHcuHG48sorodEEfUCGKWJjY5l0k4blXIL2a7SwP/IifNGx0PxnL7TbPhD1OQOTdHjnpgRoBGD54Vq8/ntt229qA1Zz572ujJ/nTt9Nw08SVnPnmSvj57nTd9Pwk0JK3aImKdXV1cjNzcXIkSMxaNAg7Nu3r+HxRYsW4dixY6ILCGdITr5YntiRziU3NxfFxcWNHi8uLpblwnkxtfuSUmB/cA4AQJe3FuqjB0V91vDuEVhxfUcAwHP7LPjkpE3U+5vCaj/yXlfGz3On76bhJwmrufPMlfHz3Om7afhJIaXuoCcpRUVFuP7667FixQq4XC4UFhairq4OAJCQkIBNmzZh7dq1ogsgQUVFBdxuN5xOJwwGAwDAYrGgtrb+r9nl5eXweDxwOBwNh5/MZnPDnQfKysrg9XpRXl4Oo9EIADCZTLDZ6n9klpaWAgBsNhtMJhMAwGg0wm63w+v1Nlz4bbVaYTabAdQf5nI4HPB4PCgvL4fBYEBtbS0sFgsAwGAwwOl0wu12N9xLuqamBjU1NbKOyW63hzymkpKSgGMCEPKYSkpKmk1Q/JSXl4c8puLiYlHbyTPwWtTeMgGCzwv9ynmoLjgqakwTe0dhzoD6BYym7zTh08NlkreTwWCQpfcCbSd/3SR67/Tp07L1XqAx+SHxfSovLyf6fSorKxO1ncSMyWAwENtH+JGj9wKNyf9ZJPZ7JSUlsu7Lm47pzJkzzOzLm46psrJStn150zFVVlYSG9Pp06dl671AY/JDYjuVlZXJui9vOqbS0lJivWcwGGT/beQfkx9Sv43O3QfL/X0qLi6W/bfRuWM6ffo0sX2E//3BbicxY6qoqGg2prYQzGZzULcfuvfee/Hzzz9j27ZtiI2NRe/evZGfn48bbrgBADBv3jx88cUXDUdXOMpSUFCAPn36tP3CMCQ7Oxt5eXnNHs/KymrzwnUieD2IeO1paH4/AM8F/VH33HJA23zl1JYy9/l8eG6fBauOWBGrFfD56CRcnsjmirHhCMu9zio8c2XguSsDz50+PHNlCLfcgz6S8sMPPyA7Oxu9evUKeKei1NTUhtlZe+Hc2TxLbtKQzqWtNUlC9YtGpYb94bnwJnaG+uRR6N//p6i3C4KAv13VAePTInHWVb/Y46mzzdcbagtW+5H3ujJ+njt9Nw0/SVjNnWeujJ/nTt+CYI04AAAgAElEQVRNw08KKXUHPUlxOByt3j7MYrFApRJ9HX5Yc+6pJCy5SUM6l2DWJAnFL4nYeNgfmw+fVgvtD1ug2fGFqLerBAGvp3fEDV30qKzzYtxXVTDUiauF1X7kva6Mn+dO303DTxJWc+eZK+PnudN30/CTQkrdQc8q+vfvj927d7f4/BdffIHLLrtMdAHhTIcOHZh0k4ZGLv41SbZs2YI1a9bIMkE51y8Fb1pfOKbMAgDo31sG1ck/RL1frxbw3rAEXJagxcmzHtzxrRFnXcHf2pjVfuS9royf507fTcNPElZz55kr4+e503fT8JNCSt1BT1IefvhhfPrpp3jttdcaLrTxer04fvw4HnjgAezfvx+PPPKI6ALCGf/FPay5ScNyLqH63UNHw3XTWAguFyL++QJQYxb1/jidCnkjEtErVo2DVS5M/q4ajiBXpWc1d97ryvh57vTdNPwkYTV3nrkyfp47fTcNPymk1B30JCUrKwtz587FokWLcOWVVwIAxo8fj6uvvhr5+fmYN28eRo8eLbqAcIblmTZJWM5FDr9j0qPwXHgxVNWViFg1H/CIu76kc5Qan96ShE6RKuwoc+DBH6vh8bY9UWE1d97ryvh57vTdNPwkYTV3nrkyfp47fTcNPymk1C3qpsUzZ85EVlYWNm/ejJMnT8Lr9SItLQ1jxoxBr169RH94uEPyGhuWr99hORdZ/Fod7I/OQ+SLD0Jz5N/QffwWnHc+JEqRFqfBxyMSkbGtCp+dsmO23owl18QHvCmFH1Zz572ujJ/nTt9Nw08SVnPnmSvj57nTd9Pwk0JK3aLf0b17d8yYMQOvvfYalixZgscee6xdTlAANNxfmjU3aVjORS6/LyG5fkV6lQq6rRuh2fOdaMdliTpsHJ6ICDXwr2M2vHzwbKuvZzV33uvK+Hnu9N00/CRhNXeeuTJ+njt9Nw0/KaTULXqS8sMPP2DBggV4/PHHcfz4cQD1txXbvXt3w6Iv7YXOnTsz6SYNy7nI6ff2Gwjn3Y8CAPRvLUJkWZFox3Upeqy7MQFqAVj8n7NYfaTlW/SxmjvvdWX8PHf6bhp+krCaO89cGT/Pnb6bhp8UUuoOepJSV1eH8ePHY9y4cVi6dCnef//9hlUpdTodpk6dijfeeEN0AeGMf6VM1tykYTkXuf2u4bfDNfRWCC4nLvhoJQSz+L8U3NozEsuvq7+997M/W5B3whbwdazmzntdGT/Pnb6bhp8krObOM1fGz3On76bhJ4WUuoOepCxYsAC7du3Cm2++iUOHDsHn+9+FvjqdDpmZmfjyyy9FF8DhMI0gwDHlSXh6D4DurAkR/3wRcDlFayb3icb8wXEAgId3mvBNsV3uSjkcDofD4XCYIehJSn5+Ph544AFMmDABkZGRzZ7v06cPTp06JWdtihMXF8ekmzQs50LEr9XB/vh8OGM7Qv3nYejfXQb4grut8Lk8fmksHhsQA7cPmLK9GnsqHI2eJ1F7UVERsrOzcffddyM7OxtFReJPWWsL3uvK+Hnu9N00/CRhNXeeuTJ+njt9Nw0/KaTUHfQkxWg0om/fvi0+LwgC7Pb29dffiooKJt2kYTkXUn5fhwScvOMR+LQ6aH/cCu03myR55g+Ow+Q+Uajz+HDnN0b8x/i/ozJy115UVITMzEzk5eVh165dyMvLQ2ZmpuwTFd7ryvh57vTdNPwkYTV3nrkyfp47fTcNPymk1B30JKV79+44duxYi8/v3bsXF1xwgegCwpnExEQm3aRhOReS/rouqXDc/wwAQLdxJdS/HxDtEAQBy6+Nx229IlDj8mH810YUWFwA5K89NzcXhYWFjR4rLCxEbm6urJ/De10ZP8+dvpuGnySs5s4zV8bPc6fvpuEnhZS6RS3m+M4772DPnj0Nj/nXdHjrrbeQn5+Pu+66S3QB4YzX62XSTRqWcyHtd19zM5wZkyB4vYhY+RKEihLRDrVKwJtDEzCsqx5Vdi9u/8qIM7Vu2Wv33/iiKeXl5bJ+Du91Zfw8d/puGn6SsJo7z1wZP8+dvpuGnxRS6g56kjJr1ixcc801yMjIwOjRoyEIAp599ln069cPs2fPxsiRIzFjxgzRBYQzFouFSTdpWM6FRu7O8ffDPfAaCNaziFz2HGBr+bbCLaFXC3hvWAKGdNKh2OrB7V8ZcbJS3lt8d+nSJeDjKSkpsn4O73Vl/Dx3+m4afpKwmjvPXBk/z52+m4afFFLqDnqSotPpkJeXh9WrV6N379646KKL4Ha7cfnll2PVqlXYsGEDs6tgtkRycjKTbtKwnAuV3FUq2KfnwNO1F1SlRYhY8RLgdovWRGtV+HB4IgYkaPFnjRvZBwCzQ76/oOTk5CAtLa3RY2lpacjJyZHtMwDe60r5ee703TT8JGE1d565Mn6eO303DT8ppNQtelaRlZWF9evXY+/evdi3bx8+/PBDTJw4seHUr3CgoqICbrcbTqcTBoMBQP0Mrra2/i/a5eXl8Hg8cDgcqKqqAgCYzWZYrVYA9afBeL1eVFVVNayQaTKZYLPVr19RWloKALDZbDCZTADqbyxgt9vh9XobTqOxWq0NC1xWVVXB4XDA4/GgvLy8oR7/zNJgMMDpdMLtdjdcXFRTU9NwX2m5xmS320Mek/9/Nx0TgJDHVF5eTnRMpaWloraT5DGptSidOhve2Hhoft8P1b/+Dvh8oscUr1dh3VUaXBCjwqFqF8ZtLYPN7Q2p9/xjio+PR35+PsaMGYOrr74a48ePx5o1a5Camipr750+fVq23gs0Jj8kvk9Go5Ho96myslL+3vvvmCwWC7F9hB+pvdfWmPz/m8R+r7S0VNZ9edMxFRcXM7Mvbzomk8kk27686ZhMJhOxMZ0+fVq23gs0Jj8ktpPBYJCt9wKNqaKigljvWSwW2X8b+cfkh9Rvo8rKSlHbScyYSkpKZP9tdO6Yzpw5Q2wf4X9/sNtJzJiqq6ubjaktBLPZLPpeqYcPH27YKfTs2RMDBgwQq2CC2tpaxMTEMOcGgIKCAvTp04eIm+VcSPoDZa7683dEvvIkBJcLjrsfgWtkliT36Vo3Rn5eibI6H27upseGmxOhV8v3hwGWtymrvU7aT7vX5YTVXEj7ee703QDfxyjh5r2ujD/cel3UkZT8/HxceumlGDp0KCZNmoRJkyZh6NChGDBgADZtknbL1XCGZJORdJOG5Vxo5+7tfQkc9z8LANBtfB3qgz9J8vSM0eCzUclIilDhuxIHpv1QDZdX/FosLcHyNiUJy/3Ic6fvpuEnCau588yV8fPc6btp+Ekhpe6gJykffPAB7rvvPkRGRmLevHnYsGEDNmzYgHnz5iEyMhIPPPAAPvjgA9EFhDNy3+WIlps0LOeiRO7ua26G4/b7IPh8iFg1H6qiAkmeOLsRm25JRAedgC9O2zFjpwkemSYqLG9TkrDcjzx3+m4afpKwmjvPXBk/z52+m4afFFLqDvp0r8GDByM+Ph6ff/45IiIiGj1nt9tx6623oqamBvv37xddRLji8XigVquZcwNkD9mxnAtJf6uZ+3zQv/kytD99A29CMupeWAVfxyRRfn/tv1Q6cftXVah1+zD1oigsuzY+5GvCWN6mrPY6ab9ivS4DrOZC2s9zp+8G+D5GCTfvdWX84dbrQR9JKS4uRlZWVrMJCgBERETgzjvvREmJ+DUhwhm3hDsyhYObNCznoljuggDHtKfg6TMAqmoDIpY9BzjqRCn8tV/ZSYeNwxMRoQbeOW7Dc/ss8PlCO6LC8jYlCcv9yHOn76bhJwmrufPMlfHz3Om7afhJIaXuoCcp/fr1a3HxN6D+bgF9+/YVXUA4c/bsWSbdpGE5F0Vz1+pQ93guvMldoT51HBGr/wZ4PW2/77+cW3t6Fz3eG5YIrQpYdcSKlw+GNi6WtylJWO5Hnjt9Nw0/SVjNnWeujJ/nTt9Nw08KKXUHPUmZP38+3nnnHXz66afNnvvkk0/w7rvvYsGCBaILCGeSksSdjhMubtKwnIviucfFo27WQviiYqD59y7o1q8AgjwK0rT2Ed0j8NYNCVALwOL/nMWy36TvuFjepiRhuR957vTdNPwkYTV3nrkyfp47fTcNPymk1B30JOWf//wnEhMTcf/996Nv374YNWoURo0ahb59+yI7OxtJSUn4xz/+gaysrIZ/d9xxh+iCwgn//aFZc5OG5VzCIXdf11TUPZELn0YL3befQrvtw6DeF6j2sb0i8Xp6RwgAXjpQgzePiF/dviW3XNDKvKioCNnZ2cjIyEB2djaKiopCdrLcj+HQ61JhOReee/tyk4blfuS503fT8JNCSt2aYF/4xx9/QBAEdO/eHcD/FoPR6/Xo3r07HA4Hjh071ug94bTAoxS0Wi2TbtKwnEu45O7tNxCOB+cg4vX50H+4Gr6OyXBfc3Or72mp9jsvjILN5cPMPWY8/bMFOrWAe/tGi6qH5W0K1E9QMjMzUVhY2PDY/v37kZ+fj9TUVMlelvsxXHpdCiznwnNvX27SsNyPPHf6bhp+UkipO+hJyqFDh0TLWSc6WtwPvXBxk4blXMIpd/eQYXBUG6D/YBX0axbCF58AT/8rWnx9a7Xf1y8aDq8Pz/5swcyfzNCpgLv7BD9WlrcpAOTm5jaaoABAYWEhcnNzsWbNGslelvsxnHpdLCznwnNvX27SsNyPPHf6bhp+UkipW9Rijucbrd0oIJzdpGE5l3DL3TXqDjhHjIfgcSPiHzlQFZ9s8bVt1T794hjMHxwHH4BHd5vx8Ulb0HWwvE1b+4xQ7yfPcj+GW6+LgeVceO7ty00alvuR507fTcNPCil1S56k7Ny5E4899hiysrLw/PPP48yZM1JVYUvnzp2ZdJOG5VzCLndBgPPuGXAPHgrBZkXE35+BUG0I+NJgan/80lg8f0UsvD7goR9N+OxUcLc5ZnmbAkCXLl0CPp6SkhKSl+V+DLteFwHLufDc25ebNCz3I8+dvpuGnxRS6m51kvLKK6+gS5cuqKqqavT4+vXrcdttt+H999/Ht99+i9dffx3Dhg3D6dOnRRfQGh6PB7m5ubjsssvQuXNnXHbZZcjNzaV2j2in08mkmzQs5xKWuavUsD/0PDy9/7uGypJnAVvzC+CDrf2pgXGYfXksPD7g/h+qse102xMVlrcpAOTk5CAtLa3RY2lpacjJyQnJy3I/hmWvBwnLufDc25ebNCz3I8+dvpuGnxRS6m51krJz504MGzas0W3DHA4H5syZg7i4OHz22WcoLi7GunXrUFtbiyVLloivuhWWLVuGtWvXYtGiRdi3bx9eeeUVrFmzRvbPaQmr1cqkmzQs5xK2uev0qJv5N3hTekB95gQi/jEXcDoavURM7c9fEYvHBsTA7QOmfl+Nb4vtrb6e5W0KAKmpqcjPz0dWVhbS09ORlZUV8kXzANv9GLa9HgQs58Jzb19u0rDcjzx3+m4aflJIqbvVC+dPnjyJadOmNXpsx44dOHv2LObOnYuhQ4cCAG6//Xb88MMP+OGHH0QX0Br79u3DqFGjMHr0aAD1P0RGjx6NAwcOyPo5LZGYmMikmzQs5xLWucd0QN3sVxG54BFojh5ExBt/g/2RFwGVGoC42gVBwPzBcXB6fHjjqBWTtxvx4fBE3NA1IuDrWd6mflJTU0O6SD4QLPdjWPd6G7CcC8+9fblJw3I/8tzpu2n4SSGl7laPpJhMpmbndO/cuROCIGDkyJGNHh84cGDIF6k25eqrr8auXbtw/PhxAPW3Qd65cydGjBgh6+e0hMlkYtJNGpZzCffcfcldYJ+9GL6oaGj2/wj920saFnsUW7sgCHhlSAfc1zcKdg8w8dtq7Ch1BHwty9uUJCz3I8+dvpuGnySs5s4zV8bPc6fvpuEnhZS6W52kdO7cudnV+Hv27EFUVBT69evXWKRSQafTiS6gNZ588knceeedGDJkCJKSknD11VfjrrvuwgMPPCDr57SEXq9n0k0alnNhIXdvzwtRN3MhfFodtDu+gO7jtQCk1S4IAv5+TTymXBSFOo8PE781YmdZ84kKy9uUJCz3I8+dvpuGnySs5s4zV8bPc6fvpuEnhZS6Wz3da9CgQdi4cSMefPBBxMfH4/Dhwzh48CBGjRoFtVrd6LXHjh1Dt27dRBfQGps2bcIHH3yAtWvXol+/fjh06BCeffZZ9OzZE1OmTAn4noKCAllrYBmeBX1ky1yIRNy4h3DBRyuh+3w9Kh0uGIZIP4L4SDJgtuiwuUKDrK8NWH6JA//XwYuSkhKsXr0aBoMBycnJmD59uuzfYxrwXqcPz1wZeO7KwHOnD89cGWjm3qdPn1afF8xms6+lJ48dO4YbbrgB0dHR6Nu3Lw4dOoS6ujps27YNV155ZcPrfD4fLr/8cgwbNgzLli2TrfhLLrkEjz76KB5++OGGxxYvXowNGzbg4MGDsn1OS5SWlqJr167MuYH6Jmtr40uF5VxI+klkrtn9NSLefBkAUJY1HbEZEyW7vD4fHt1lxoY/bYjWCFhxmQvz7228SntaWposF5yfC+91Zfys9fq5sJoLaT/Pnb4b4PsYJdy815Xxh1uvt3q6V9++fbF582YMGjQIVVVVGDJkCDZt2tRoggLUX6cSExODsWPHiq+6FWw2W7MjNmq1Gl6vV9bPaQmSTUbSTRqWc2Etd/d1t8Bx1yMAgJRP3oT6158ku1SCgH9eF4+JF0bC6vbhgV+8KETHRq/xr9IuJ6xlfi4s9yPPnb6bhp8krObOM1fGz3On76bhJ4WUuttczPGqq67CRx99hH379uHjjz9uuKPXuQwdOhQ//fQThg0bJrqA1hg1ahSWLVuGr776CkVFRdiyZQtWrlyJjIwMWT+nJWy24FfsDic3aVjOhcXcXaOy4MyYBMHrRcSKl6A69ptkl1olYOX1HXHHhZHwqHXAg6uBXgMbvUbuG2DQyryoqAjZ2dnIyMhAdnY2ioqKQnay3I8s9roflnPhubcvN2lY7keeO303DT8ppNQtecV5Grz66qsYO3Ys/vrXv2LIkCHIycnB1KlTMXfuXCqf73AEvhNSuLtJw3IurObunPAAaq8ZAcHlROSSZ6E6+Ydkl1olYNX1HdHT8BsQEQ089EajiUqoq7Q3hUbmRUVFyMzMRF5eHnbt2oW8vDxkZmaGPFFhuR9Z7XWA7Vx47u3LTRqW+5HnTt9Nw08KKXW3ek0Kh11In8/JaQ7xzL0e6FfnQvvz9/BFx6Lu2WXw9rxQsu5EYRGGvrEL1r43AnYr8OZ0pMEk+zUppCkoKMCrr76KvLy8Zs9lZWXJvnYKh+9flILnrgw8d/rwzJUh3HIP6yMpSmM0Gpl0k4blXJjO3WSG48Hn4b7iOgjWs4hYPBtC2WnJvgvTUvHjQ9c3HFFRP/IW5v5L/gkKjcyb3irdT6inrrHcj0z3OsO58Nzbl5s0LPcjz52+m4afFFLq5pOUVoiOjmbSTRqWcwnFT+KaBzFER0cDGg3sM16A+5LBUNWYELloFgRD4B/owXBhWioOzh6FCb108Kh1ePSQNuA6KqFAo9e7dOkS8PFQT10L534MxLk9+tRTT1HvUbk4X/cxSsNq7jxzZfw8d/puGn5SSKm71XVSznfkXpySlps0LOci1e+/5uHc2/Xu37+f6qlRDbXr9LA/kYvI156G+vhviFw0C3XPLYcvoZMkr1olYFV6AnSaGmz404Y7vjHig+EJuKFrhLx1EyQnJwf79+9vdjvlnJyckLzh2o+BCNSjBw8eZO70PeD83MeEA6zmzjNXxs9zp++m4SeFlLr5kZRWqKioYNJNGpZzkerPzc1t9OMPIHO73tZoVLs+AnWzFsKT1g8qQxkiX/0rBEu1ZHeVoRIrro/HPX3qV6a/81sjvi+xy1A1nV5PTU1Ffn4+srKykJ6ejqysLFl+nIdrPwYiHHpULs7HfUw4wGruPHNl/Dx3+m4aflJIqZsfSWmFlk4hCXc3aVjORaqf1DUPYmhWe2Q06ma/ishXZkJ95gQiXp2NujnLgJg4ye7l18VDLQBvH7dh4ndGbLg5ETd3C+2ICq1eT01Nlf0i+XDtx0CEQ4/Kxfm4jwkHWM2dZ66Mn+dO303DTwopdfMjKa1gtVqZdJOG5Vyk+kld8yCGgLXHxMH+9GvwdukBdfFJRL46G6itkexWCQKWXBuP+/tFw+EB7vrWiC/P1MlfNyOEaz8GIhx6VC7Ox31MOMBq7jxzZfw8d/puGn5SSKmbT1JaweVyMekmDcu5SPXn5OQgLS2t0WNyXPMghpZq98V1RN3TS+Dt3A3qouP1ExXrWclulSDgtas7ILt/NJxe4J7t1dh8SvpEhfc6HX849KhcnI/7mHCA1dx55sr4ee703TT8pJBSt/rZZ599Sf5S2gcREfJcOEzbDQDV1dVITEwk4mY5F6n++Ph4jB49GkajEYmJiRgyZAhef/31Rtc8kMwcaKP2yGi4B6VDc3A31KWnoP79ANxX3Qjo9JLcgiBgRDc9rC4f9lY6sbmoDhfEanBJglbeumWA1V6X2x9Mj8qFor0exm7Sfp47fTfA9zFKuHmvK+MPt17nR1Jaoaqqikk3aVjOJRS//5qHLVu2YM2aNdTvmNRW7b6ETqibswzeTl2hPnUckYuDP6ISyC0IAhZcGYfZl8fC4wMe/NGE9wvEH67lvU7Pf26PLly4kLm7evk5X/cxSsNq7jxzZfw8d/puGn5SSKmbT1JaITY2lkk3aVjOpb3n7kvoVL8SfXJXqAuPBT1RacktCAJy/i8Oz18RCx+AR3eZse4PcROV9p55uPp57vTdNPwkYTV3nrkyfp47fTcNPymk1M0nKa2g0ZC7+RlJN2lYzoV27nIuABls7b7E/x5RaZioPNXmRKUt91MD47Dgyvq7hs3aY8brv9cGV3QQ7nCG5X7kudN30/CThNXceebK+Hnu9N00/KSQUjefpLSCwWBg0k0alnOhmbt/cb28vDzs2rULeXl5yMzMlDxREVN7/URlKbzJXaAu/AORrz3d6kQlGPdjA2Kx+OoOAIDn9lmw5LfgTiXjva6Mn+dO303DTxJWc+eZK+PnudN30/CTQkrd7XKSUlFRAbfbDafT2RCKxWJBbW39X3/Ly8vh8XjgcDgazpEzm80Nt0crKyuD1+tFfHw8jEYjAMBkMsFmswEASktLAQA2mw0mkwkAYDQaYbfb4fV6G9YrsFqtMJvNAOrPxXM4HPB4PCgvL0dKSgpqa2thsVgA1G88p9MJt9vdsOBNTU0NampqZB2T3W4PeUz+i5+ajglAyGOKjIwkOiatVitqO4UyppycnICL6y1YsEDSmFJSUkRtJ5Naj7o5y+BK6AT1yaOIXDQLlScKAo4pISEhqDFlJtXhH9fFQwAw/0ANFhywoKysrNXt5PP5ZOu9QNvJD4nvU8eOHYl+n2JjY3Ho0CFkZ2dj5MiRmDZtGk6ePCnL9yklJYXYPsKP2P1esGOKiooStZ3EjEmv18u6L286JrVazcy+vOmYkpOTZduXNx1TcnIysTH5fD7Zei/QmPyQ2E5xcXGy9V6gMUVFRRHrvZSUFNl/G/nH5IfUbyP/qUckvk8ajUb230bnjgkAsX2E//3BbicxY0pKSmo2prYQzGazr81XnafU1tYiJiaGOTcAFBQUoE+fPkTcLOdC0t8084yMDOzatavZ69LT07FlyxbRfqm1C8YKRL4yE6rKUni6p8H+9N/h65AQkvujEzY8vNMEjw94qH80Fg7pAJUgyFp3sLDa6wBw5MgRTJo0qdFkNi0tDfn5+ZIuei8qKkJubi7KysqQlJSEefPmEbl4nmTmAN/HtATPnb4bYHsfw2ruvNeV8Ydbr7fLIylyce5faVlyk4blXGjmLvfielJr9yV2Rt1z/4C3ayrUxYWIfPkJCNWVIbnvuDAK79yUAJ0KeOOoFY/tNsPjDfz3jsLCQtmuy6EN6X5ZtGhRwKNtubm5ol1NTy/Mz88P6fRCJeH7GGVgNXeeuTJ+njt9Nw0/KaTUzScprdChQwcm3aRhOReaucu9uF4otfs6JqFuzjJ4el4IVfmZ+omKoSwkd0ZqJD4cnogojYD1BTbcv8MEp6fxRKWoqAhTpkyR7boc2pDuF/+h+Kb4D6eLITc3V7YJj9LwfYwysJo7z1wZP8+dvpuGnxRS6uaTlFZg+cIqkrCcC83cU1NTkZ+fj6ysLKSnpyMrK0vyaTxA6LX74jqi7pml8KT1g8pQVj9RKS8OyX1Ttwh8cksi4rQC8k/VYfJ2I+rc/5uosP7DmXS/dOzYMeDjUo62+c8jboqUCY/S8H2MMrCaO89cGT/Pnb6bhp8U/MJ5mWF5pk0SlnOhnbucC0DKUntMHOqe+Ts8F10KVXUlIl9+HELJqZDc13TWY/OoJCToVfi62IGsb6pw1uUFwP4PZ9L98sILL8h2tE3u0wuVhO9jlIHV3Hnmyvh57vTdNPyk4EdSZEalIhcPSTdpWM6lveYuaj2WyGjUzX4V7ov/DypLNaIWPgHtmRMh1TYwSYettyYhJVKFXeVOZH5ZhWq7h/kfzqT7xX+RvBxH2+Q+vVBJ+D5GGVjNnWeujJ/nTt9Nw08KKXWzOVJKtHS+eLi7ScNyLu0xd0nrsegjYZ+5EO7Lr4Zw1oLoRbOgPnowpPr6xWvx5V+S0TNGjQNVLty6rQrZT+WgR48ejV7H0g9nGv0o19G2pqcXjhkzJqTTC5WE72OUgdXceebK+Hnu9N00/KSQUje/BXE7hfTt+zjNCZT5ubeE7dKlC3JycmT/0ZidnY28vLxmj2dlZWHNmjWtv9ntgv7NhdD+vB1OCJhfo8eJpB4h1Vlq9WDc11X4w+xGjxg1Vg5w4L0luQ3rA8mdAe91+vDMlYHnrgw8d/rwzJUh3HLnR1Jawb8IDWtu0rCcC83c5V5xvqXaQ7ruQ6PF8dH34D2DHTr4MC+2DpF7vwupzq7RamwdnS2mESkAACAASURBVITByVqcqfVg2kEtHntlpSzX5dCG5X7k+xj6bhp+krCaO89cGT/Pnb6bhp8UUurmkxQOhxC07mwV6nUfuS+/jPt++gML/iiHWhCw7v96IlNVG1KdCRFq5I9Mwo1d9ahy+JCxrQo/lTsk+zgcDofD4Zxf8ElKK8TFxTHpJg3LudDMXe47W7VUe6gXTPvrnHesHE8eqr8l8eIB3ZBhKQJ80s8GjdGq8OHwRIxNjUCNy4dxX1fhqzN2yT4lYLkf+T6GvpuGnySs5s4zV8bPc6fvpuEnhZS6+SSlFSoqKph0k4blXGjmLvedrVqqPdT1WM6tc8XJKtxzoAhurw+TIp3Q/+vvgMctqV4A0KsFvHKxC1MuioLdA0z6zoiPTtgk+2jDcj/yfQx9Nw0/SVjNnWeujJ/nTt9Nw08KKXVrCNTRbkhMTGTSTRqWc6GZe05ODvbv39/olK9Q7mzVWu3+O0RJIScnB7/88gtOnToFANhYbEJEQhLe6BMP7Y7PIViqYZ8xF9BHSvJ3SkrC8s5qJOhVWHaoFg/+aEKV3YsZl8RI8tGE5X7k+xj6bhp+krCaO89cGT/Pnb6bhp8UUurmR1Jawev1MukmDcu50Mxd7hXnSdWempqKvLy8RnU++d7HsD+zBL7oWGh+/QmRr8yCUGOS5Pd6vRAEAS8N7oAFg+sP9z63z4KX9lvgC+F0Mhqw3I98H0PfTcNPElZz55kr4+e503fT8JNCSt18ktIKFouFSTdpWM6Fdu5yrjhPsvb4+PhmdXovuhS2nBXwJnWG+uRRRC54BEJFsWj3uXU/dmksVqV3hFoAlh2qxYxdZri88kxURC1oGSQs9yPfx9B30/CThNXceebK+Hnu9N00/KSQUjdfJ6WdEm73uj4faK+ZC2YjIpbMgbroOHyxHVA3cyG8F14ckvObYjumfl8Nm9uHkd31+NdNCYjSSPubSUFBAXQ6HTIzM5udWsfqYobhTnvt9XCH564MPHf68MyVIdxyb5dHUioqKuB2u+F0OmEwGADUz+Bqa2sB1N9dyePxwOFwoKqqCgBgNpthtVoB1N/tyOv1oqqqqmGFTJPJBJut/oLf0tJSAIDNZoPJVH8KjNFohN1uh9frbbhbktVqhdlsBgBUVVXB4XDA4/GgvLy8oR7/zNJgMMDpdMLtdjdcXFRTU9NwX2m5xmS320Mek/9/Nx0TgJDHVF5eTnRMpaWloraTHGOSaztZLBZZei/QmIxGY4tjKne4cfap1+C8ZDCEsxZEvjITjl1fBz2m06dPNxvT4Og6fHRjDBL0KnxV7MBtX1ah2FQraUxAy7d7nj9/fkjbyWg0Ev0+VVZWEus9i8VCbB/hR47eCzQm//8m8X0qLS2VdV/edEzFxcXM7MubjslkMhHb75lMJmJjOn36tGy9F2hMfkhsJ4PBIOu+vOmYKioqiPWexWKR/beRf0x+SP03t7KyUtR2EjOmkpISor8jzpw5Q2wf4X9/sNtJzJiqq6ubjakt+JGUVqitrUVMDJmLe0m6AbKzYZZzIekn/RcIxXN3u6F/++/Q7twGn6CCY8oTcA+7LST3cbML4742otjqwUUdNPjklkT0iBF3P4+CggLMnDkTu3btavZceno6tmzZIsp3Liz3I+91+m7Sfp47fTfA7n9PSft5r9N3k/aHW6+3yyMpckGyyUi6ScNyLjz3ENwaDRz3Pw1n5lQIPi8i3lkK3cbXAa9HsvuieC2+/ksyLo7X4LjFjVu+MOBwtUts+bLf7tkPy/3Ie52+m4afJKzmzjNXxs9zp++m4SeFlLr5JKUV/p+98w5vszr78K0tyzuxYztx7DiLDCCQEHaAUkZCgIRhRgcfFMwo+TpomU3KiFsKHYyyA5SWAqVhBMIIlELhC4Q0CSMhezh2HMeO95AsyRrfH4qMHcuyJOu80nHOfV1cwGvrp+f83sdH76OzYj10L9HaopHZF+X7ILV1OtwXXIXz6lvwGwyYV/wT60OLwNn/2ScDaY9MNfDOObmckGdmn8PHOe/U83FNdKfTD/ZAy/6QOR9VrmuvrYW+SGT1XXmeGH3lu/baWuiLIpa4Dbfddttd8Q9laJCSkoJeL6aOE6kN0NTUJGwvbZl9Eakv0nNILt99xRPwTTwS45efYdizE8P6z/FOOwFsqTFpW406Li6xsb2ti/VNHl6tcFCSbmTqMNOAsTQ1NTF27FjmzJlDY2Mjw4cP57jjjuOxxx4b9KJ5mfNR5br22qL1le/aa4O8n6ei9VWua68tWj/Zcl2NpITB44n9pO1EaotGZl+U7/HT9k4+GsevH8OXV4ihaicpd1+PfteWmLWtRh1/OW0Y109JpcsHZZ808+D69ojPUonnds9BZM5Hlevaa2uhLxJZfVeeJ0Zf+a69thb6ooglblWkhKG9vV1KbdHI7IvyPb7a/vzROH79GJ5JR6FvbSLl3p9iWPOfmLX1Oh2/Oy6L8pmBQx/vWtfGLZ+34o3TWSrRInM+qlzXXlsLfZHI6rvyPDH6ynfttbXQF0UscasiJQw5OTlSaotGZl+U7wK00zJw3vx7uk45B53bRcojd2Fa/nc4MAISi/aCw9N59tRszHpYssXO/3zURKdH+0JF5nxUua69thb6IpHVd+V5YvSV79pra6EviljiVkVKGIL7Q8umLRqZfdHa93iegp7UvhtNuH50M65Lr8ev02F55Wksj98Drs6YtS8ca+PVs3LIMOt4q8rJ+Svqqe8Mv5NYvJE5H1Ufo722FvoikdV35Xli9JXv2mtroS+KWOKO7kCCQwyTaeBFu8moLRqZfdHS98rKyj6noK9duzbmU9CT3nedjq5zLsOXPxrrk7/BtPoj9Puq6Cz7FWRlxSQ5q8DCe+fkUvqvRtbUd3Hm2/UsPXM4EzK1uY8y56PqY7TX1kJfJLL6rjxPjL7yXXttLfRFEUvcaiQlDKmpfXcqkkFbNDL7oqXv/Z2CXl5eHpOeLL57p5/Ua0F9zn0/w7D5y5j1Jmeb+ODcXKYNN7G73cuZb9XzaW10WxTHisz5qPoY7bW10BeJrL4rzxOjr3zXXlsLfVHEErcqUsKwb98+KbVFI7MvWvre33vFuse5TL77R43BcefjeI44Fl1HG9b7f4HpX691r1OJlnybgbfn5DB7tJUWt58L3mtg6c7+z2aJFzLno+pjtNfWQl8ksvquPE+MvvJde20t9EURS9yqSAlDXl6elNqikdkXLX2P9yno0vmemo7zpntxnXMZOp8Py98fxvLM/dDljkkuzaTnhdOHce3kVNwHtij+/VdtsdY9ESFzPqo+RnttLfRFIqvvyvPE6CvftdfWQl8UscStipQwuN2xPUwlWls0Mvuipe/xPgVdSt/1BtrnXYnz+kX4zRZM//cuKb/9KbrGupjkDHod9x+fxb3HZqIDfvNlO4u3m+kStEWxzPmo+hjttbXQF4msvivPE6OvfNdeWwt9UcQStypSwmC326XUFo3Mvmjpe3FxMcuWLaO0tJRZs2ZRWloa86J5kNd3u92O54Tv0rnwEXzD8zDs2ozt12UYNqyJWfOGqWk8f/owUgw6lu83ctH7jbS4fHGMOoBs+dhzN7lrr712ULvJJRJZc10LfZHI6rvyPDH6ynfttbXQF0UscetaWloSc0qaQijbt29nwoQJiQ7jkEJ5HprKykrKy8vZt28fE/JH8KfiVNJ3bMCv0+G+4Cq6zvsB6GP7vuSLejel7+2nsUvH+AwjL58xnHGZxj7vW1BQwMKFC+NyCn2yEmo3uZKSkkEVxv2hcj0xKN8Tg/Jde5TniSHZfFcjKWFobm6WUls0MvuifNdWu7KykvPOO4+lS5eycuVK/vLKaxzz2kr2f2c+AJbXnsX6wO3Q0RaT/vRcM89NczI128iONg9nvL2flbWu7gf24PsuXbqU+fPnRz2yIFM+xns3uUQiY65rpS8SWX1XnidGX/muvbYW+qKIJW5VpITBYrFIqS0amX1RvmurXV5eTlVVVa9rOysq+OmnG3He9Dv8qRkY16/GdmcZ+oqtMb1HvtXPirm5nD3aSrMrsPPX1U+9FZcHdpnyMd67ySUSGXNdK32RyOq78jwx+sp37bW10BdFLHEPySKlrq4Oj8eD2+2mvr4egNbWVjo6OoDAh7bX68XlctHQ0AAETsIMzpfbt28fPp8PvV5PY2MjEKgAHY7Alqc1NTUAOByO7sqwsbERp9OJz+frfliw2+3dJ2w2NDTgcrnwer3U1tZis9no6OigtbUVgPr6etxuNx6Ph7q6wKLitrY22tra4tomp9M56DYFFz8d3CZg0G3q6uoS2qbOzs6o7lM82hSv+2Sz2eKSe6HaZDQahbSpvwfnPXv20D7+CBz3PIWzcCz6hjpSym/E/dY/wO+Pqk0A6SY9Tx1n5prxJrp8sHb8fDj3JtDper1vdXV1VG0yGAxC/578fn/cci87Ozuk18OHDx/wPkXbpiDxyL1QbfJ4PFHdp2ja5HK54tqXH9ymYB8pQ19+cJssFouwfs9isQhrU0/vRfTlQUTcp+D1aO5TNG3yeDzCcs9ms8X92SjYpiCiPnP9B7aFFPH35HA4hD5HtLW1Cesjgq+P9D5F0yaz2dynTQOh1qSEoaamhpEjR0qnDWLnFcrsi0h90XM5ZfS9rKyMpUuX9rleWlrKkiVLAv/T5cby4qOYPnwj8L8zT8P1o1+CLS2i9zjY9+e22vn5ykb8egOs/wBeuA3cnX3fNwJkysehtCZFxlzXQl/5rr02yPt5Klpf5br22qL1ky3XVZEyREm2xU+HAsrzvkTz4Gxc9QGW5/6IztmJL7cA5w2/xjdu8oDvEcr3f35ZxfWfd+KzpkH1ZnjmfynJtgp5YE8mgpsF1NbWkp+fL2yzAJXriUH5nhiU79qjPE8Myeb7kJzuFS96TmuQSVs0MvuifNdWu7i4mJdeeimibZg9J5yB4+4leIsnoq/fR8pvFmB692XwRb+18CVHF/H6qVbSOhuhcDKWO97gzueiL1Bky8fi4mKWLFnC8uXLeeihh6QtyGTMda30RSKr78rzxOgr37XX1kJfFLHErYqUMLhcLim1RSOzL8r30OzYsaP7fI2ysrKodsHqeTZHqNfm5eV1PzgvWbIk7IOzP7+QzkWP4D7zInReL5Z/PI71wTugrSXqNp06pZhvrj6c74y04DKlUvaVkee3RbdPu8z5qHJde20t9EUiq+/K88ToK9+119ZCXxSxxK2mew1Rkm3I7lBAVs8Hs5ZB5DoIwxcrsT59Hzp7O76sHFzX/wrv5KP7/N5Avnt8fhauaeWJTYEC5YYpqSyemYlRr+v3NYrwyJrrsqN8TwzKd+1RnieGZPNdjaSEIbgrgmzaopHZF+V7XwZzvkYkr401bu/0k3EsfhrvhMPRtzRgve8mzC8/AV3ugV/cA6Nex++Oy+Lhk7Iw6eHxTXYu+VdkJ9TLnI8q17XX1kJfJLL6rjxPjL7yXXttLfRFEUvcqkgJQ2pqqpTaopHZF+V7XwZzvkYkrx1M3P7heXTe/iDuef8D6DC/8w9S7rkBfXXFgK89mCsmpvLG2TnkWPV8WOPijLfq2dbSFfY1MuejynXttbXQF4msvivPE6OvfNdeWwt9UcQStypSwmA2m6XUFo3MvgxV3wdaFxKOgoKCkNfz8/Pj8tpBe24w4r7wKjoX/hlf7kgMVTtJues6TP96DfzRzVY9Md/Ch+fldp9Q/9236nm3qrPf39ciHwdz7wbSjic941y0aFHc4gyF6mMSg6y+K88To698115bC31RxBK3KlLCEDyQRjZt0cjsy1D0PbguZOnSpaxcuZKlS5cyf/78iB8iFy5cyOjRo3tdKykpYeHChRG9tqSkJOxr4+W5b/xUHIufpuuUc9B1ubH8/WGsf7wFY3t0i+qL0oy8PzeX+WNSaO/yc/m/m7j/qzZ8IQoe0fmybt26Qd27cMQz9oNzbMWKFXGLMxSqj0kMsvquPE+MvvJde20t9EURS9yG22677a74hzI0SE9Pl1IboKmpqfuk6Xgjsy8i9UV6Dv3HfvPNN/Ppp5/2utbS0kJjYyPnn3/+gLpZWVnMnTuXxsZGhg8fznHHHcdjjz0W0cL3rKws5syZE/a1cfXcZMI7/SS8o8di3LgOQ3UFw9evwp83Ev+oMRHLmA065o2xYjXo+GSfi/+rdfNNUxdnjbZiMXy7oF50Pt51112DunfhiGfsg82xaFF9TGgS1cccytog7+epaH2V69pri9ZPtlw3CohjyGC324XN/ROpLRqZfRmKvg9mTUmQnJycqE5i70nwbI7+EOG595hTcIybguXp+zB+swbjI3fRddx3cP3wp5CeFfa1wQMP9+3bR0FBAY/csIjbNxt5u8rJmW/V88LpwxmXaRQWe0+qq6tDXo/m3vVHPGOPR45Fg+pjEoOsvivPE6OvfNdeWwt9UcQStypSwtDVFX5RbbJqi0ZmX4ai74NZUzKQdjwQpe3PzsH5i/to/uczFH74KqbVH2HY/BWuK2/CO2NWyNdUVlYyd+7cXsXBqlWr+PvSt7lli5UtLR6+89Z+njl1GGcWWoXny4gRI0Jej+be9Uc8Y49HjkWDjPmolb5IZPVdeZ4YfeW79tpa6IsilrjVdK8wWK1WKbVB7JCdzL6I1Bc9PN1f7NOmTeOtt96ira2t+1phYSFPPvkkWVnhRxUG0o4HQu+pTke1JYOMc0ox7NmBYe9uTKs/QldXjXfSUWC29Pr1G264gS+++KLXtba2NlpqKll66w/Z1uLhmyYPr+zqxKCD7xRnoNOJO09l+vTpvPfee7S0fLuupqSkhMceeyzie9cf8fR92rRpwuIMhbT5KFg/UX3MoawN8n6eitZXua69tmj9ZMv1pF84X1tby/XXX8+4cePIy8vjuOOOY+XKlZq8d0NDg5TaopHZF+X70NIO4h8xks5bH8D1g5/gN1swrfoA2x1XYvjys16/t3bt2pCvX7t2LekmPc+fPow7jg7Mm/3Nl+1c/G5tROepxEpqaiqPPPIIRUVFZGZmUlRUxCOPPDLogzAhvr4XFxezbNkySktLmTVrFrNnz47LgZ39IXM+qj5maGmLRuZ8VL5rr62FvihiiTupi5SWlhbOPvts/H4///znP1m9ejX3338/ubm5mry/zAurRCKzL0PR9/Ly8j5rG6qrqyM6jHEg7Xigmed6PV1nXoij/JnAAZCtTaQ8eAeWJ8qhLbIdwPQ6HbcclcE/zxxOllnHh3U+Tl++n41NYobXm5qaWLBgAVVVVbS2tlJVVcWCBQvismtWvH0Prj1avnw5ixcvFlaggNz5OBT7mENZWzQy56PyXXttLfRFEUvcSV2kPPzww+Tn5/Pkk08yY8YMxowZw6mnnsphhx2myfsbjeKW7IjUFo3MvgxF3+OxqFnme3ow/rxCOu94CNflN3aPqqTefgXGT99n5sxjQr5m5syZvf7/zEIr/zl/BEdkG9nV7uWMt+pZutMR91jvv/9+Kip6H0xZUVERVYHZH0Mx15NdWwt9kcjqu/I8MfrKd+21tdAXRSxxJ3WR8vbbbzNjxgyuuuoqxo8fz8knn8xTTz2FP8oD3GKlvr5eSm3RyOzLUPQ9HouaZb6nIdEb6JpdiqP8WTxTZ6DraMP61G95cdIwjh9b1OtXCwsLuffee/tIjEk38vxMH5ePt9Hp9VP2STO3fN6C2xu//qeqqirk9XjsmjUUcz3ZtbXQF4msvivPE6OvfNdeWwt9UcQSt66lpUWbJ/4YyMvLA+DHP/4x8+fPZ8OGDdx6663ceeedXHvttSFfs337di1DVCgSzt69e1mwYEGvKV+FhYU88sgjjBo1KoGRJZa9e/fyxBNPUF+/n0vz0lmQ5sbs6sRjNPFXp5Vnau0Myx3B9ddfH9Ynvx9eqzXyh10mPH4d0zK8/PYwNyMsg+86Fy1axIoVK/pcnz17NosXLx60vkKhUCgUycqECRPC/jypi5Tc3FyOPvpo3n///e5r99xzD2+99Rb//e9/hb9/R0cHaWlp0mlDoFgb6ObHisy+iNQX6TmEjz149kdtbS35+fksXLgwqjUDsfhy8Hkj/b1nInI9eEJ6z6lUM8aP5b3LziJrw+cAeMdMxHXlL/CV9D99tGfsa+vdXPFhIzUOHzlWPU+fms1pIwe3y8qmTZv4/ve/3yvOkpKSuCxKH6q5nszaovWV79prg7yfp6L1Va5rry1aP9lyPakntuXl5fVZfzJx4sR+D0CLN16vV0pt0cjsy1D1faADFQejHYpQRcDatWtDPlwnwvPy8vI+az3W7djFDVsbefam32H56wMYdm8j5e7r6Tp9Hu6LrobUvov6esZ+TK6ZT+aNoOzjZj6qcXHBe43cdnQ6N09LRx/jNsWjRo1i2bJlgyow+yOZc32gAlf1MYlBVt+V54nRV75rr62FvihiiTupi5Tjjz+eHTt29Lq2Y8cORo8ercn7Z2ZmSqktGpl9Ub7HRztUEVBRUcF5553H8uXLez1wJsLzcJsJeKcdj+O3f8G87K+Y3luK+d/LMK75GPdlN+A58UzoUXAcHHuO1cArZw7n/q/buf+rdu79sp3VdW6eOjWbHKsh6jgzMzPJzMwcVIEZTjsZiaTATaZcTzZ9kcjqu/I8MfrKd+21tdAXRSxxJ/XC+R//+MesWbOGP/zhD+zatYtly5bx1FNPcc0112jy/jIvrBKJzL4o3+Oj3V8RUFVVxfz583ttoZsIzwfcTMBqw33ZDXQufhrvxCPRtzVjfeq3pNz7M/TV3z48h4rdoNdx+9EZvHrWcIZb9HxY4+KUN/azus4VdZzJdE+1or8Ct+eOZjL7kqy+R4KsvivPE6OvfNdeWwt9UcQSd1IXKdOnT+eFF17g9ddf54QTTmDx4sXccccdmhUpMlfaIpHZF+V7fLT7KwKg7wNnIjxfuHAhJSUlva6VlJSwcOHCXtd8hWPpvOMhnGW340vPwrD1a1J+fQ3mfzwOnY6wsZ8+yson80Zw3AgzNQ4fc99t4NGNHVHtPphM91QrItkyW2ZfktX3SJDVd+V5YvSV79pra6EviiE3kgJw9tln8+mnn1JXV8e6deu4/vrr0cU4/zta9Hpx9ojUFo3Mvijf46MdqgjoSc8HTq09D653SE9Px2azkZaWFv4kd50Oz8ln47jvedzfnQ8+H+Z3X8Z26w+wfvYv8PV/4vyoVANvzcnhxqlpePzwq/+28r1/N9Ec4Sn1yXRPQ1FZWUlZWRnnnnsuZWVlcTlkMpIts5Pdl0Tqi0RW35XnidFXvmuvrYW+KGKJW86WakRjY6OU2qKR2Rfle3y0i4uLWbZsGUVFRSF/3vOBU0vPg+sdli5dyvr163E4HHR0dPQ6yb3fB+/UdNxX/IzOOx/HO24K+tYmbH/5PSn33IB+x8Z+39Ok1/GbYzN5/vRhZJp1vLvHyaw39vN5BNO/kumeHkxPL1euXMnSpUv7TOWLhUhGuZLZl0Tri0RW35XnidFXvmuvrYW+KGKJO6m3IFbEjujt+xR9ORQ9D7UIOl5b6EZKT9/LyspYunRpv787Z84ctmzZMnC8fj/GVR9gfvlJ9C0NAHSdcAbuS67FP2xEv/qV7R6u/riJtfVdGHTwq+kZ/OyItJh3/0ok/XlZWlrKLbfcMqhcH+yW2Ycqh2Ifkwwo37VHeZ4Yks13NZIShra2Nim1RSOzL8r3+GoHR1RKS0uZNWsWpaWlfR74tfS8v/UOQdauXTvgom0gMAXsxDOpW/go7vN/iN9kwrTqA2y3XoHpjb+ByxlSvzjdyLvn5PKTw9Pw+uGedW1c/H4j+ztDb72YjPc0SCRrR2IluGX28uXLWbJkSZ8CJZl9SbS+SGT1XXmeGH3lu/baWuiLIpa4k3oLYoVCkfwM9oyWeBJuQX84+nvw9ltScF90NV2nnIPl5ScwrvkYy2vPYvrwTdwX/QjPyWeDvvfWwya9jntmZjKrwML1nzTzYY2LWW/s56lThnHqSEtM8SWCSNaOKBQKhUIhCjWSEoaMjAwptUUjsy/K96GlfTDhFvSXlJQwc+bMkD/r78E7GLs/twDngrvpvO0BvGMmom9pwPrM/aQsugbD159DiB29ziy08n/zRnBinpm6Th/z32vgnnWtdPn8ffRFMFjtSHdIE0Ey+5JofZHI6rvyPDH6ynfttbXQF0UscasiJQx1dXVSaotGZl+U70NL+2B6Tj+bOXMmRUVFHHPMMd3T0O69996oHrwPjt07+Wg673wC5/WL8OXkY6iuIOVPt2G9/xfod2/r8/qRqQbenJ3DLUelo9PBn9Z3MPvteiraPCH148lgtSOZyieKZPYl0foikdV35Xli9JXv2mtroS+KWOJWC+fD4PF4MBrFzIgTqQ1iFz/J7ItIfdELzmT1PdlyPZpF22Fj73Jj+uB1zG8+j87REbh0whm4L7gSf15hn1//rNbFtZ80U233km7S8YcTsrio2Cyl7yrXE6OvfNdeG+T9PBWtr3Jde23R+smW62pNShh8Yc5HSGZt0cjsi/J9aGnHQjRraMLGbjLTNedSumbNwfzWC5j+9RqmVR9gXP0hnlPm4p73w147gZ2Yb2HlvBH89LNm3tjt5LpPmnl/jIUHThpGhjn+g9rJ5ns0yJyPyvehpS0amfNR+a69thb6ooglbjXdKwytra1SaotGZl+U70NLWzQRxZ6WgfuyG3Dc9zxds+aAH0z/WY7tlu9jfuERdG3N3b+aZdHz3GnDePikLGxGHa/uDiyqX7PfnZjYkxSZ81H5PrS0RSNzPirftdfWQl8UscStpnsNUZJtr+tDAeV5Ykg233X7qjC//hdMqz8CwG+x0nXWxbjnXAqp6d2/t62li6s/bmZDU+BMlZunpfPLaekY9cl/pkqyeX6ooHxPDMp37VGeJ4Zk812NpIRB5kpbJDL7onwfWtqiiSV2f0ERSIwOIQAAIABJREFUrh/fieOeJXiOOgGdy4l5+d9J/eVlmF//C9jbAZiYZeLVWWZunBo4U+V3X7Uz+516dh1YVJ+I2JMFmfNR+T60tEUjcz4q37XX1kJfFLHEPSSLlLq6OjweD263m/r6eiBgTkdHYHFrbW0tXq8Xl8tFQ0PgNOmWlhbsdjsQOMTM5/Ph9XppbGwEoLm5GYfDAUBNTQ0ADoeD5ubAVI7GxkacTic+n6/7EDS73U5LSwsADQ0NuFwuvF4vtbW1GAwGOjo6um9afX09brcbj8fTvQNCW1tb9+E38WqT0+kcdJucTmfINgGDbpPL5RLaJofDEdV9ikeb4nWfDAZDXHIvVJv8fr+wNrW1tcUt90K1KYiI++Tz+WLOPV/xBJquW0TdT+/FM2U6Oocd87K/knrTpbifexA6WtH7PNw80c8bZw8nzwpr67uY9cZ+/rymBr/fP6g2GQwGYX1EkHjkXqg2ud3uuOReqDZ1dnbGtS8/uE0dHR3S9OUHt0mn0wnr93Q6nbA2BeMQ1ZcHEXGfPB5PXPvyg9vkdruF5Z7BYIj7s1GwTUFEfeZ2dXVFdZ+iaZPdbhf6HNHe3i6sjwi+PtL7FE2bgD5tGgg13WuIkmxDdocCyvPEIIvv+q3rMb/xV4wb1wHgt6bQ9d0LcM++BDKyaHH5uGlVC69VdAJwTpGVh0/KIsdqCCcrnOBuaPv27aOgoICFCxfidrul8HyoIUuuDzWU79qjPE8Myeb7kBxJiRf9nUKd7NqikdkX5fvQ0hZNPGP3HXYkzlv+iGPhI3iOmInO2Yn57RcD08BeeoxseyPPnJrNU6dkk2HW8U6VkxOX7ee9Pc6ExV5ZWcn8+fNZunQpK1euZOnSpcyfP5+9e/cOWjscMuejyvehpS0amfNR+a69thb6ooglbsNtt912V/xDGRqkpKSg14up40RqAzQ1NTF8+HAh2jL7IlJfpOcgr+8q13vjHz4Cz4ln4TnyWGhuwFBTiWHHRkwfvI6+sY7JU8Zy8ZH5rG/qYkuLh1d2dbLX7uXkfAsWQ+SL6uMR+80338ynn37a61pLSwstLS1cfPHFg9IOh8z5qPqYoaUN8vUxWumrXNdeW7R+suW6GkkJg8cTnwWsWmuLRmZflO/x166srKSsrIxzzz2XsrIyKisr46adaETG7hs3hbYF9+C460m6Zp4GPi+mT97Bdvv/MOEv9/D2hAYWz8zAYoDntzs46Y39fLLPpWnswbnJBxOcUwwD3/9YSNZcTwZ9kcjqe6I9H8zfgMz5mGjfB4PMvsjqeyxxq8Mcw9De3o7FYpFOWzQy+6J8j692cDpQRUVF97W1a9eybNmy7lPclecD6JcchmvBXbhrqzG/+zLGlSswrv2EtLWfcPPko7no1FK+t38cXzV5OH9FA9dNTuXOYzKwGcN/xxSP2AsKCkJez83NBSK7/7GQjLmeLPoikdX3RHo+2L8BmfNR5br22lroiyKWuNV0rzDYbDYptUHskJ3MvojUFz08nYy+9zcdqLGxkfPPP39Q2pEia6730U/LwHv0iXhOnQt6A/o9uzDU7mH42n9zdesajspL4R1PHqsafbyx28nROWZGpfa/qD6W2CsrK7n55pt56qmn+Oijj7jyyitZtWpV9w4vAFarlREjRnDiiSdSXl4+4P2PhWTM9WTQPxT7mERrQ3jfI+kDwyFzPqpc115btH6yfZ6q6V5h6PnBLJO2aGT2RfkeX+3+pgP1XCCXbJ5HMzUjEfnozxqO+9LrsP/pZVyXXIsvOwdDTSXzP3iU+nU/49GaV2mvb+Dsd+q5a20rTk/oDRqjjT3UIvkFCxbwyCOPcM4552C1WgFwOp188sknfb497slgF3YmY64ni75IZPU9kZ5H0geGQ+Z8VLmuvbYW+qKIJW413SsMJpNJSm3RyOyL8j2+2v1NB8rPzx+0tgiinZqR0HxMTadr7vfoOvsSjGv+g2nFPzHt3sZ1217jav2bvDjiBB5um807VeN55OQsjh3Rexg92tjLy8v7FB0VFRU899xzpKamdu+h3/NnPc+p6UnP+x8LyZjryaIvEll9T6TnkfSB4ZA5H1Wua6+thb4oYolbjaSEITU1VUpt0cjsi/I9vtoLFy6kpKSk17WSkhIWLlw4aG0R9PcgXl5eHvL3kyIfjUY8J5xB511P4rjjYTwzZmHwe7mi9v9Yu+5XPPPRQp579g1+vaoBh8cXnXYPwn0j3N/PRowYMeD9j4VkzPVk0ReJrL4n0vNI+sBwyJyPKte119ZCXxSxxK2KlDD098Gc7NqikdkX5Xt8tYuLi1m2bBmlpaXMmjWL0tLSPqMSyeR5tFMzkiofdbrAWSs/WYzjvr/jPutifCmpnNC2nb9tfoxbn/kRr977MOu27Ilem/DfCPf3s5KSkgHvfywkY64ni75IZPU9kZ5H0geGQ+Z8VLmuvbYW+qKIJW514nwYfD6fsL2oRWqD2FNDZfZFpL7ok1pFxl5RUcFvf/vbXqeKD/ZBM0gy5XpZWRlLly7tc720tJQlS5b0ua5VPoY61T0i/12dGD/7AM97r5O2bxcAXnRsKDmW0efPx3LUcRBh/KGmwhUWFnLkkUeyf/9+Nm/ejN1u7/5ZsECJV570RPUxoZG5j5FVG+T9PBWtr3Jde23R+smW62pNShjcbnf3YlGZtEUjsy/K975UVlZywQUXsHv37u5r8dhGNkgyeb5w4ULWrl3b60E83NQMLfKxrq4u9i1MLSl4vnMenHYurVs2sPu1pUzZ/hlHVayGh1Zjz87D+J25eGbNwT8sN6xU8Bvh8vJyamtrSUtLY8OGDbzzzjvdv5OamsrkyZPJycnhvvvuE1KggOpjEoWsvivPE6OvfNdeWwt9UcQSt5ruFYae3xrKpC0amX1RvvelvLy8V4EC4ddpREsyeR7t1Awt8jHadTIh0ekwTD6Scb9azFd3vsCjUy6jwppLanMdlteexXbTpVgf/BWGrz4Db/8HahUXF7NkyRKWL19OWloa1dXVfeItKSlh8eLFwgqU4PvIqK2Fvkhk9V15nhh95bv22lroiyKWuNVIShhE7tEtUls0MvuifO/LYLfQHIhk8zz4IB4JWuRjvP2fXJLPhJuv47FvLufzf3/GFXs/Yl7DOkxfforxy0/xZefgOelsuk4+G39BUb86ovMiHJH6Hss0OdXH9I+sfbvyPDH6ynfttbXQF0UscauRlDA0NzdLqS0amX1RvvdlsFtoDoTyPLy+CP+Neh0/HO3jN1efyeNn3ELxCX/mtrGXsTctH31zA+a3XiD1titIuefHGD96E+ztfTRE50U4IvE91Lku8+fPD3vuTaTag0Hl+9DSFo3M+ah8115bC31RxBK3KlLCYLFYBv6lJNQWjcy+KN/7Eurb53hsIxtEeR5ef7BbmIbTLskwsuzs4dx5ejFPjz+f4hl/YM6MRXx9+Bn4rSkYdm7C+tyfSP3phVgeuxvD16u7p4OJiivS2Aci1mlyqo/pH1n7duV5YvSV79pra6EviljiVtO9wmCz2aTUFo3Mvijf+1JcXMybb77ZvWA6Pz8/rrt7Kc/D6x+8YD1e/gdj1+l0fH9CKmcWWrltdSuvVUziX+mTOKbkhzyb+g0T1/8bw+YvMa3+CNPqj/ClZ+E57juUnHAGy15/nfLf/KZPXNu3b49H8weMPRyxTkdTfUz/yNq3K88To698115bC31RxBL3kBxJqaurw+Px4Ha7qa+vB6C1tZWOjg4g8CHm9XpxuVw0NDQA0NLS0r2oZ9++ffh8Pvbs2UNjYyMQGKZyOBwA1NTUAOBwOLqHrxobG3E6nfh8vu4PT7vdTktLCwANDQ24XC68Xi+1tbXU1NTQ0dFBa2srAPX19bjdbjweD3V1dQC0tbXR1tYW1zY5nc5Btyk4neLgNgGDblNlZaXQNu3evTuq+xSPNsXrPtXU1MQl90K1yWAw8Pjjj/P000+zZMkSsrOz49amXbt2xS33QrUpiIj7VF1dLfTvqaqqipaWFoqLi7n33nt55ZVXeOKJJ7q/cRpMm2pqanq1yddaz5JZmbx4WgajbbC23ciRtUdx9fG3U/vbF2k46xK8+YXo21swf/A6tsU3ctjDt/L06dN564k/c/fdd1NcXNzdxnjlXqg2VVVVDXifMjIyCIXVag17n3bv3h3XvvzgNlVUVEjTlx/cpr179wrr9/bu3SusTbt27Yr6PkXTpiAi7tOePXvi2pcf3KaqqiphuVdTUxP3Z6Ngm4KI+swN9jEi/p52794t9DmioqJCWB8RfH2k9ymaNlVXV/dp00Coc1KGKKL3GFf0RXmeGA72/eDF1FdeeSXPPfeckDNgZMXh8fHHr9t5+JsOunyQY9Xzm2MzuaTEiqFqB8ZVH2D8/EP0LQ3dr9nuhjcaHKw2pNOZlSt0C+JIuPzyy3n33Xf7XJ8zZw4vvfRSAiISj+pjEoPyXXuU54kh2XwfkiMp8aLnN4YyaYtGZl+U70NL+2BCLaaeN29e1Iurg2iVj5WVlZSVlXHuuedSVlYWcXyRaIfCZtSzaEYm/zdvBCfkmWlw+rjuk2bmvd/ElqwS3Jf/GMcDL1Nx5W283Oim2e1hghl+OdLG0jwvv3FW8P61l7Jv3eeDjjPa2IO0t/dd7A+9v4WNVXswqD5maGmLRuZ8VL5rr62FvihiiVsVKWFwuVxSaotGZl+U70NL+2BCLab2eHqfCxLNGSRa5GNlZSVz587tVUjNnTt30IVKJLFPyjLxzpwcHjk5i2EWPZ/sc3HSG/u5c00rHV4dd7z4Kt9fuYlR721k3ue7+FtVEy1dXqZlpvDzfCsTHr4N4y0/4N0fXcj/zptD2TXXxKXAiiT2WHcfU31M/wwU+2CK6aHSx8QbmfNR+a69thb6ooglbjXda4iSbEN2hwLK88TQ0/dzzz2XlStXDviaWbNmsXz5ctGhRcT3vve9Xqe6BznnnHN48cUXNYuj0enllo9reHWvDnQ6Ulxt5K/+GxWvP97r98x6HWfkpnPxyCwuKBxGeo+vunZ0uPhPJ3z3tnvIPfl00BuExRscNetZlJaUlIQ8nDOW81SSkUT2MdH4PdRQfbv2KM8TQ7L5rkZSwhBccCSbtmhk9kX5PrS0D6a/b9cPJtKzPrTIxzVr1oT8WX/Xo9GOho66ar647Xx48HKo+oZOSwYVpyyAG56BEWO7f8/t8/NOXRs/+rKKmeubOP/zXTxT2ch+Vxfj0yxck2uh5JnfYPvpxVie/X3glHuXc8D37/kt/RVXXBH2W/pg0TFs2DCKioqYOXMmpaWl/RYosZynEitDtY+JdcvnSLQHy1D1PNn1le/aa2uhL4pY4lZbEIchNTVVSm3RyOyL8n1oaR/MwoULWbt2ba+HKaPR2GvKVzRnfcicj9Fq93oIffByOP4imPszmHg83PIafPw8vP8EuAI7yJSUlJA5bBjvrKvinbo2bgBOGJbK/IJMLinJY1RbM/qP38b08dv4TWa8U6bjmXY83mnH48/pXSSG+pZ+w4YNYYuOnr9rMBh4+umnQ36jH+7hesmSJVF5FAlDtY+JdcvnSLQHSzJ5Hu2o3aHUxyQTMvsiq++xxK1GUsJgNpul1BaNzL4o34eW9sEEzxwpLS1l1qxZlJaW8sYbb/T6/2imp2iRj8ccc0zIn/V3PRrtaOj1EOr3waql8NtzyN3+EeiNcPqP0C9awZhLf87Zs+ewbNkyxo79doTFB3zaZOfmjTX80joOR/mzuC64Cm/JJHRdboxff471bw+S+ovLSPnVVZj/+ST6LV+DxxPVt/TRfqM/2IfraBmqfUysa4Ai0R4syeJ5LKN2Mn/mJYvvsSCzL7L6HkvcqkgJQ3CvZ9m0RSOzL8r3oaUdiuLiYpYsWcLy5ctZsmQJJ510Uq//j2b+vBb5+Lvf/Y7CwsJe1wsLC/nd7343aO1oCPkQ6mjltPqP+ej8ERyba8aXOozdx19D1UX3UWvN7/9U+kWL8I0eS9f8/6HzriewP/QqzqtvxXPMKYGT7qsrML/9ErZ7f0rqjedzXet2rh0znDG23h9iBxcjEH3RMdiH62gZqn1Mv/c6wlHJodTH9EcsU+Jk/sxLFt9jQWZfZPU9lrjVwvkhSrItfjoUUJ4nhqHge3CKSDxPnI8lhnALo/1+P6/s6uTOta3UOHwAlI5NoSy/nSV/iCJ2TxeGrV9j+OpzjBv+i35fVa8fb+tw8v7+dj7Y386ulCw++2p9r5+XlZWxdOnSPrKlpaUhp28NpQXfic71ZMjTRBCp7/1t3JFMG3XIQqJz/VAl2XxXRUoY7Ha7sLl/IrVBbKLJ7ItIfdF/3LL6rnI9MfqxaB/8EBrqIMyckaP59cdVvFBjwukFm1HHz45IY8HhadiM0Q/O6xpqefhH32NiZxPfzU0ny/TtjmAeP+jGT8E7ZTreqTPwjptC5b7aqIuOnu3KycnhrrvuEvZwrfqYoaUNkfsebQENh14fEykq1xOjn2yfp2rhfBi6urqk1BaNzL4o34eWtmhkzsfBaPv9fux2O9dddx3V1dXd19euXcuyZcu4vriLnxxXyJ1r21i2u5PfftnOc1vtLJyewWXjbeh1usjfKyef9XnjWLT0Cww6ODbLxlkjMvhubhrHDk/DsHMThp2bYPnf8ZvMHDbxCFb+/Goe+/hzPtvfQk7+wIuTg1MAAVpaWsjKyorZm4FQ+T60tKMh1MYdA02JO1T7mEQjsy+y+h5L3GokZYiSbEN2hwLK88SgfI8PoaZFhaK0tJRbbrml2/OVtS5+9d9Wvm4MfAAdMcxE+cxMTh1pGdR7l5SU8ObLLzHG0Yxh0xeBf/bs7PU6v9mCd/xUvIdNwztpGr6xk8Ec+fvKhsr1xBCN74fqlLh4o3I9MSSb72okJQwNDQ3k5ORIpy0amX1Rvg8t7UgYzEF+MudjtNqhFv2G4uAF6ifnW/jovFz+ubOTxeva2NDUxbz3Gjh7tJV7jsngsCzTgJrBXdmCD3fZ2dksXryY0cXFeAHvUScAoGtrxrD5Swxbvka/5WsMNbsxbvoC46YvAPCbTPhKJuGdcDjeiUfgHX84pGX0ei+Z76lokikfk0U7WnqO2kWCzPmYTL5Hi8y+yOp7LHGrIiUM6enpUmqLRmZflO9DS3sgQn1DH5yyFEmhInM+Rqvd365ZBxNqVyy9Tsdl422cP8bKYxvtPLi+nff2OPmg2sn/TEzl1qPSybOFP32+58Ody+XCYuk7IrK7uY3yp1/qLjjvvPXPFNubAgvxt3yNYc9ODNs2YNi2Ad5+CQDvyDH4uouWqaRnif1wV33M0NIWzaHUxyQTMvsiq++xxK2KlDAYjeLsEaktGpl9Ub4PLe2BGOxBfjLnY7Ta/W3V25Pg/Hq32x3y5zajnl9OS+eKiTZ++0Ubf9vu4Nmtdv6x08GNU9P438PTyDAPvLg+VOxhC86ZpwYudLRh2LERw/ZvMGzbgL5iM4aa3RhqdmP6+C0AUtIy8I2bgnfclMC/x04CW9qAMUWK6mOGlrZoDqU+JpmQ2RdZfY8lbnVOShjq6+ul1BaNzL4o34eWdigqKyspKyvj3HPP5T//+U/I34n0ID+Z8zFa7VDnYBQWFjJnzpyoD8IckWLgwZOy+XTeCOaMtuLw+Pn91+0c/Uodj2/swOUNvxQyVOwRnUGRloH3qBNwl5bR+auHsT/+No5Fj+K69Ho800/Gl5mNvqMN49efY3ntWVJ+/0tSf3weKbdfiWXJvZg+eB39zs3QFboIiwSt8r1nnpeVlYU9MDBSkikfk0VbNIdSH5NMyOyLrL7HEveQLFLq6urweDy43e5uU1pbW+no6AACDyherxeXy0VDQwMQ2PHFbrcDgWkPPp+PrKwsGhsbAWhubsbhcABQU1MDgMPhoLm5GYDGxkacTic+n6972oTdbqelpQUIzMVzuVx4vd7uBXUdHR20trYCgZvndrvxeDzdB960tbXR1tYW1zY5nc5Bt8lqtYZsEzDoNqWkpAhtk8lkiuo+xaNN8bpP+fn5ccm9UG0aNmyYsDb5/f645V6oNgXp6Ohgw4YNvU587q9TzMrKiqhN2dnZQv+e0tPTheVefn5+VPfJbDbz2muvceGFF3L88cdTWlrKiy++yDPPPMPy5cu5++67KS4u7m5jJPcp19vKc7PSeGf2MKZnQ6PLx+3/bWXGK/t4eaeDuv37Q7bJZrP1aVNVVe/zVILs27ev/7+nhkY8YyfTfvp89v7g5zgeeo2aXz9J69W34j7rIjpHjwe9ITDSsvI9LM8/hO2eG0i97hxS7rwWz2PlGD95B9fWDbQ0NoS8T5WVlVx55ZXMnj2bsrIyampqhPcRFRUVzJs3r9fJ5ueffz6VlZWD+nvKzc0V1u/l5uYK+3zy+/39tikef09BRHzmZmRkxLUvP7hNNptN2OdTfn5+3J+Ngm0KIuozNzj1KJ7PRsE2GY1Goc8RgLDnveDrI71P0bQpJyenT5sGQu3uFYaOjg7S0uI3DUArbRC7Q4PMvojUF70rhqy+b9q0iQceeCCmheuR0NP3/s4p6Ek0B/nJnI/Jlut+v58Ve5zcs66NzS0eAKZkG/nV0RmcU2RF12Pb4lCxx3IGRSj6aLtd6PfsxLBrC/qKrRgqtqDbV4XO3/uj0W8y4Ssci694It4xE/AVT2S3z8C80kt6jfAUFxfz5ptvCtnRKeh7vLw4GFnzUX2eJkY/2fqYaJDVF9H6yZbrck5s04ie39LKpC0amX1RvmurXVlZyeWXX95rKko0C9ejpb/F37m5uUyaNCnqLUFlzsdky3WdTsecohTOKrTyj50O7v2ynU3NHr7/YRPTc0wsnJ7Bd0Za0Ol0IWOP5QyKUPTRNlvwHVif0k2nHcPubegrtqLftQVD1Xb0dXsxVGzFULGV4H5lhwGvjTGzPruI9W2dfN3aydf79ka85ilW+svzSKcx9oes+ZhsuR4Nqo9JDDL7Mlj9To+fBqeX0WnalgCxxK2KlDBkZmZKqS0amX1RvmurXV5e3meufDQL16Olv8Xfp512WkzvJ3M+JmuuG/Q6vj8hlYtKbPx1m50/rm/ni4YuLny/kRPyzCycnsFJ+X1jP3ib4ljPoIjIl5RUvJOPxjv56G+vOTrQV+3AsHs7+spt6Hdvh727OSIjhSMyUvh+j5c3OHdg/cMt+EaPDYy+FJbgG1kMJnNUsfZHf3keaue1aJA1H5M11yNB9TGJQWZfYtV3ef38daudP61vZ2yGkbfn5PQawRZNLHGrIiUM9fX15ObmSqctGpl9Ub5rqy3qG9/+iNe37UFkzsdYtAdzpky0WI06rpuSxg8n2liy2c6DG9pZVedm7rsNnJyr467jcjgmt/dDfbRnUIQiZs9tafgmHYVv0lHdl2685mq2ffAuR2ZamZaZwrSMFI7MTCHHaIAN/w38cwC/Xo8/fzTe0WPxjSoJ/FM4Bv+IkaAPvz3zwSxcuJBVq1ZRXV3dfa2wsDDmPA+SbPmYDNqiOdT6mGRBZl+i1Xd7/fx9u4M/ft3OXkdgNGNEip9Wt58si3ZFSiy+qCIlDDJX2iKR2Rflu7baor7x7Y94fdseROZ8jFZ7sGfKxIrNqOenR6Rz1WGpPL6pg0e/6WBlvZ8z3qrnu6Ms3HpUOseOiN8p8vH0/JZFv2b+ui94pmdRPGYM7zz7FIU+J/o9uzBU70JfXYGubi/6mkr0NZXAR92/7zeZ8BUUfVu4jCrGN7IYf24BGLT9iE6mfEwWbdEcSn1MMiGzL5Hqd/n8vLTDwe+/bmdPR6A4mZpt5PajM5h70DpALVAjKXFGrxe3+ZlIbdHI7IvyXVvthQsXsmbNGnbv3t19bTAjG5EQj2/bg8icj9Fq97fF7+23305qamqv0RURZJj13HpUBtdOTuOh9a08vaWTf+918e+9Lr4zMlCsHJ83+GIlnp6HKopvu+02CsaNwwt4jzmFruAvu5zoa3aj31OBfm/wn93om+oxVO3EULWzl7bfaMKXX4ivoBj/yGJ8I4tI8eigaDTl5eW9RlEAqqurBz2NMpnyMVm0RXMo9THJhMy+DKTv9gaKkz+tb6fyQHEyKStQnJxXbEWvcXESJBZfVJEShsbGRvLy8qTTFo3MvijftdUuLi7m6aef5sknn4zLyIbWyJyP0Wr3NzXvww8/7N6aEgKjKw888ICwHWCyLXpuKHLzkyPyeHRjB09ttvNRjYuPalycWhAoVk7Mj71YibfnBxfFwe03+2Cx4iuZhK9kUu/rjo7ACEv1gaJlXyX6mir0jXUYqiswVH9bOE4CWAIPeHVcdcJYtrS72NbhZFuHi60dLmprQ9/DSEmmfEwWbdEcSn1MMiGzL/3pOz1+/rbNzkMbOrqndY3PMHLb0elcMCYFgz4xxUmQWHxRWxAPUURv36foi/I8MSjf40Mk2zcHmT17Nv/4xz8ERxSg2eULFCubOmjrCnxcnZxv5hdHpnPagd3AhiROB/p9VYGC5cA0MU/lDiwt9ej62SXHiQ5T0Th8+aPxF4zGl1eIL380vvxCSE3XuAFDB9XHaI/yPHLsXT7+stXOn7/poK7TB8DkLCO/mBZ9cZJsvquRlDC0tbWRkZEhnbZoZPZF+T60tEUjcz5Gqx1q0wGr1dprFCVIz0MyRSy27xl7tkXPwukZLJiaxmObOnhiYwcra92srG3k6BwTNx2ZztyiyKcwSHNPrbY+Iy/bt29nQkkJ+75exx9uWkCWvYXD0qxMSrMwKdPGMKMeqnZgqNrRR86flvFt0ZI3Cn9+YeD/80ZBSmp8Yw+BrNqikSYfNdYWjcy+BPVb3T6e2WLn0W86aHQFipMjhpm4eVo65yZwWld/xOKLKlIUCoVCEXJ9RUdHB++++26f3w3u0KLlYvssi547js7gxqlpPLPFzmMbO/iyoYsfftjEYZlGfnZkOhePTcGU4CkNwjEaKZhxHD/uZ0fWAAAgAElEQVT52yuUl5fz3x7TKM3Ds9HXVaPftwd97R50tdXoa/egr9uLrqMNQ8cmDDs39ZH0ZWTjzxuFPnsEhsIxgQJmxKhAAWP79vA1LXd/UygUoanr9PHHra08u9VO+4HR5Rk5Jm4+Kp2zC7VfEC8SNd1riJJsQ3aHAsrzxKB8F0eoIqSkpIQHHniA0047TdjJ55Hg8Ph4fpuDP3/TQbU9MP1pdJqBBVPT+MEEG6kmeRf19kfMue73o2tuQF9XHdhlrK4afW01urpq9Ptr0HW5+39peia+ESNpT83ib//6iHXVdey0u9hpd5M2arTw3d+SAdXHaI/yvC87Wz08/E07L+1w4A4MnDAr38zPj0zvPgh3sCSb72okJQx1dXXCFj+J1BaNzL4o34eWtmhkzsd4aPe3pbPbHXioFXUOTiSx24x6rpuSxlWHpbJ0l4MHN3SwvdXDratbuffLNq6ZlMa1U1IZkdL7DBKZ72nM6HT4h+XiHZYLPQ+oBPD5AgXM/r20b9tElrM9MPISLGDaWzG0t5IF/CTPCnnfFiRtXV6a7rwW6zHH4xsxEt+IUfjzRgX+nZ0DPXbzSfZcTxQy56PyXRvtLxvcPLihnTd3O/EDOuD8Yis/OyKd6bnxOSBWC2LxRRUpYRg+fLiU2qKR2Rfl+9DSFo3M+Rgv7VBbOm/fvh0Qdw5ONLGbDYET7C8bZ+PtKid//qadNfVd/GF9O3/e2M6l42wsmJrGxCxT1NqxIF2+6/X4h4/AO3wE5glH4Db2eCzw+9G1NKLbX8PDd9yMv6aSsTYL49MsjEu1kGUykOF3wZqP+8j6TSb8OQX48kbhGzGSgpwCdPmj8eWNxJ+TD0ZT3Jognec9kDkfle/itL0+P+/ucfLoxg5W1QW+FDLr4bLxNm6YlMLk4dZBv4fWxOKLVEXKn/70J+655x7Kysr4/e9/L/z9fD6flNqikdkX5fvQ0haNzPmohe+hFtvH4xycWGI36HWcPyaF88ek8Hmdiz9/08E7VU7+ts3B37Y5mD3ayo1T0zh2GBiN8fvoO3idxi233JJU0yWioY/vOh3+7Bz82Tl8PayIpf9e3evHw0wGrj3/HBZe8z+BaWT7awKjMPV70bc2o9tXhX5fFQA9v+/16wKFkS9vFP4DIzC+vAOjMLkjwRLdA5jqYxKjr3yPv7a9y8eLOxw8vrGDXe2BaawZZh1XTkzlhqlpFNgM3SPZshGLL9IUKWvWrOG5555j6tSpmr1na2tr9wJRmbRFI7MvyvehpS0amfNRC9/7mw422DUKg439+DwLx+dZ2N7axWMbO3hxh4MVe5ys2ONkUrqOG4/MpHSsDatxcHO4Q63ZWb16NcuXL5dynUY430MVpJmFRVz+63I8odra6UBfX4Nufw36/TW4Kndga2tCv38vusb96Btq0TfUwsZ1fV7qy87pnjbmyztQwAQX8lttUcWd7Kg+JjEkmy81di9LNnfwl612WtyBpeJFaQZumJLGDybaSO+xxk5W32OJW4qF862trZx66qk8/PDD3HfffUyZMkWTkRSZSbbFT4cCyvPEoHzXHtk8r+/08vQWO89usVPvDHybN9yi56pJqVw9KZUCm2EAhdBovXFAon0PjhoNuiDtcqNrqP125GV/z1GYfei8nn5f6ssaHihYgjuQ5RfiD26lHOUITKRE47vaAS0+JDrXtcDv9/P5fjdPbbLzZmUn3gNP48fmmrnx8DTmFlkxarxbYbL5LsVIys9+9jPmzZvHKaecwn333afZ+7a2tpKZmSmdtmhk9kX5PrS0RSNzPirfvyU3xcDtR2dw05HpvLCxkecqfKxv6uIPX7fz4Pp2LihJoWxyKjNzzVHtkCNq44BEEanvfn/032320jaZ8RcU4S0oos+xlF4Puqb6A4v3D+xEtr8msDPZ/hr0LY3Q0ohh2/o+7+Eblhs4yDJvVPchlr78Ivy5+WAQ/7gTy5bcqo9JDIn0pdPj55VdDp7abGdDUxcABh3MG3NgSuoIy6D0k5VY4k76kZS//vWvPPvss3zwwQeYTCbmzp0bdiQluKBToVAoFNGxd+9ennjiCerr68nNzeX6669n1KhRiQ5rQKKN2++Hr9r0/KPGyH8aDfgIFCaHpfq4uKCLs3O9pEQwuLJo0SJWrFjR5/rs2bNZvHhxzO1JRvbu3cuCBQuorq7uvlZYWMgjjzyiXY74fJjamrE078fSVIe1aT+WpsB/m5vr0fv6lDwA+PUGXNm5OIfn4Rqej3NYHq6cApzD8/H2OAdmsBxK+aCInn1OHa/UGnmj1kirJ9DnZBn9XJDv4cICD/mWpH4cF8JAozZJPZKyfft27rnnHlasWIHJFNlOIMk0TJVIkm3I7lBAeZ4YlO/xobKykp///Oe9vgXeunVryG+Bk8nzaOLuyUTgEqCy3cOzW+w8v93BVjv8ZoeFP1fp+N54G1dPSmVCZv+fPffddx9bt27ts3HAfffdJ2SKTyJ9v//++3sVKADV1dW88MILws/EGQgP4PF60DXUoa+tDoy61AYOtNTv24O+aT/WxlqsjbXA171e60vPwl9QhK+gCN/IInwFxfhGFuEfnte9hXKkvnd0dIS8brfbk+bvRRaSqY8ZDF6fn/ernfxlq51/VbsIliFHDTdx7eRULiwZ/Nq4eJJsvid1kfLf//6XxsZGjj/++O5rXq+Xzz77jGeffZaamhoslvDDYoMhOO9WNm3RyOyL8n1oaYtG5nyMVru8vLzXwzZARUUF5eXlmj+ERhN7tHEfrF2cbuTumZncfnQGb1R28sxmO/+td/PEJjtPbLJzSoGFKyfamFucgsXQ+2Ei1MYB1157rbRrEML5PtipbYPJ9YHWeQS1/Xmj8OaNwstxvQVczsC0sX17AsXLvqoDBUwV+vYWaG/pM33Mb7YGipaRY8izpGFo349vVDH+3ALQhx5mi2VL7kOpj0kmRPviS8/l+e12nt/m6D5s1qyHeWNim1p6sL6MvscSd1IXKXPnzuXoo3sfPHXjjTcybtw4brrpJsxmsYfYiNw9QcadGYLI7IvyfWhpi0bmfIxWO5nWV0QTe7Rx96dtNeq4dJyNS8fZ+LrRzbNb7Czd1ckn+1x8ss/FcEsrl423ccVEG4dlfTu6cvA5Ml5v6ClHMhDO98GeiRNrrkeyzmNAbYsVX9F4fEXje1/3+9E11weKlZqqwJbJNZWBf1qbMOzehmH3NkYCfPRa4CVmC76RxfgKS/CNKgn8u7AEf3ZuTFtyH0p9TDIhInavz8+HNS6e22pkxZ7a7oXwY9MNXHVYKt+bYGO4NbZNOnoiq++xxJ3URUpWVhZZWVm9rtlsNrKzs5kyZYrw9/d4PBgMg08orbVFI7MvyvehpS0amfMxWm1RBzPGQjSxRxt3JNrThpt56CQzdx+TydJdDv66zcE3TV08urGDRzd2cEKemR9OsDG/JAWbUd/rtUM13wd7Jk6svkQyUhaz5zod/mEj8A4bgXfqMb1/1tHWXbC0bfyKYY5W9NUV6FsauouXnvhtqUwqHMvqay7k1XUb+LKpA0dOATcv+nXYkbVDqY9JJuIZ++52D3/f5uDFHXZqHIHdA40HFsL/6LBUZhVY0Mc4ahIKWX2PJe6kLlISTXt7u7DpZCK1RSOzL8r3oaUtGpnzMVptUQczxkI0sUcbdzTaWRY9ZZPTuGZSKl82dPHXbXZe3dXJqjo3q+rc3La6lQtKUvjeeBvHjghM3xiq+T7YM3Fi9SWSkTIhnqdl4Jt4BL6JR7B31GHYgvP07e3o9+5Gv7ciULRUV2Co3oWuow3Dtg0MA8oAMoGunfgeuR3f6HF4i8bjK56Ar3g8/uxcOPDQeij1McnEYGPv9Ph5s7KT57fZWVn77eGKY9MNzB8F107LJT/Grc0HQlbfY4k76Xf3UsRGsi1+OhRQnicG5Xv8iPQcjGTzPG7nd0RAR5eP1yo6+ds2O2vru7qvj8swcPn4VC4dl8LoNDHf/yWb71qg9Vk0oRjQd78fXWsT+j270O/ZGfh39U70eytDnvniT88MFC1F4/EVT8RbMhH/iFHdC/UVyZnrfr+fVXVuXt7p4PXdnbQdOHQxxaBj3hgrP5iYykl5sa81SQaSzXdVpIShpaWlz3QzGbRBbKLJ7ItIfdF/3LL6rnI9Mfoq18Vrb2np4qXtDl7e6aC2MzDNQwfMKrBw+Xgb5xZbe50UPVgORd9DrUkpKSnptSYlafsYjwd9bRX6yh3oqwL/GCq3o7O39/lVf0oq3uIJ+MZMxFdyGN4xh+EfMXLQhUsy3tNISKZc39nq4R87Hfxzp4PKjm/XnM3IMfHDialcUJJCpvnb+yTz50ayfZ6q6V5hiHTb42TTFo3Mvijfh5a2aGTOR+W7eO1JWSbunpnJohkZfFTj4qUdDt6u/Hax/U2f6ZhTZOXisSmcMcqK2ZDc37Amo++RTDNL2lw3GvEVjsVXOBZOOitwze9H11jXXbD4d27GtGcX+pYGjFu+gi1fdb/cb0vDWzIJ39hJeMdOxjd2Ev6s4VGFkIz3NBkYKPYGp5dlFZ28vNPBmh4jpqNsBi4Zl8Kl421MygqtIfPnhkhiiVuNpAxRkm3I7lBAeZ4YlO/aozzvnxZXYDrY0l0OVtV9O1c9y6xj/pgULh5n48Q8c0wLaZXviUEL33Utjeh3b0VfEViUr9+9FX1LY5/f8w3P6y5avBMOx1c8AczyrU8YiETkeovLx9tVnbxW0cl/alzdu3OlGXWcPyaFS8fZmFUQ29+uLCRbH6NGUsIQ3JNdNm3RyOyL8n1oaYtG5nxUvmuvDdDZVMePJhXwo0mpVHV4eG1XoGDZ2OzhuW0OntvmYKRNz3nFKVxQksKxI5LnoUdW34dCrvuzhuM96kS8R51I8Ht7XVM9+l1bMOzajH7XZgwVW9E31qFvrMO45mMA/EYTvuIJeMdPxTthKr5xU/EPy+2jLzJ2GQnGbu/ysWKPk1crOvmg2ok7MGsTow7OHGXhknE25hZb++ziF4m2KGT1PZa41UhKGHw+H3pBC9lEaoPYalhmX0Tqi/4GQlbfVa4nRl/luvba4fQ3NXfxyi4HS3d1sqfHvPZgwTK/JIXjBihYlO/aa0MS9TE+L7p9ezDs3Ixh5yb0O75Bv3c3On/vxzhfTh7eiUfinXgkngmHw6gx3buJJSz2KBHpeZvbx4qqTpZXOfmg2kXngSETvQ5OzrdwUUkK5xVbGRbjmSYyf24kTa4fQI2khMHtdmO1WqXTFo3Mvijfh5a2aGTOR+W79trh9Kdkm/j1jEwWTc/gi4YuXq/o5I3KQMHy5GY7T262U2DTc25xCnOLrJyUb8Gk13aERVbfD5lc1xvwjxqDZ9QYPKfMCVxzdGDYuRn9jo0YdmwMFC8Ndegb/oXps38BB3YTm3AE3sOOxDvpKHxF40A/+O1xZfK9yenl7SonyysDU7mCIyYAx+aauWhsCvPHpJAXh22DZf7cEEkscasiJQx2u11YIojUFo3Mvijfh5a2aGTOR+W79tqR6Ot0OmbkmpmRa2bxzEDBsmx3J8t2BwqWJZvtLNlsJ9Os4+xCK3OLUzh9lCWuu4TFGvuhqC2aQcduS8N7xEy8R8wMTBPzeQNnt2xdj37bBnRbvsLY1ozxi5UYv1gJHFiQf9g0vJOPChQto8fFtItYsvu+u93Dij1O3q1ysrL22zUmeh0cN1zHheMzOLc4hVGp8T3PJNF9TLISS9xqutcQJdkWPx0KKM8Tg/JdewbrefBck+AcZZHnmsiC3+/ny4Yu3q7q5O0qJ1tavj1fw2KAUwsszLC08/3poymM4RwW5XnsSN3H+P3o9tdg2LYew9b1GLZ8hb6+9wGZ/tT0QNEydQaeqTPw548WMj0sGmLx3Of3s66+i3f3dLKiysmmHn9DRh2cUmDh/DGBkcrcFPlObNeCZMt1NZIShubmZrKzs6XTFo3Mvijfh5a2aGTOx2T1PdS5F2vXru117oXMvsSqr9PpmJ5rZnqumUUzMtnZ6uGdAwXL6v1u3q928T5m7t1Zx5RsI2cXWjmz0MqxI8wYB5gWFonng4k9EmTVFo3wfGxpITtvFJ68UXhmBaaI6RpqMWz5CsPmLzFs/iqwEP/ASIsF8A0bgffwYwJFy5QZkBH6bItk8L3F5eM/NS7+tdfJ+3uc1Du/nceVYdLx3VFW5hRZOavQSpbl29EimfMxGXyPhVjiVkVKGCwWcdv6idQWjcy+KN+HlrZoZM7HZPW9vLy818MyQEVFBeXl5d0niMvky8EjFL/4xS/i8gAxLtPI/x6Rzv8ekc7+Ti8r9jh5bUsDa1tNbGr2sKm5gwc2dJBpDjyIfXeUhe+MtDIyxNSVSDwHuXzXSls0iehj/Dn5eE6ejefk2YGRloZaDJu+wLBxHcZN69A37Uf/yTuYPnkHAG/ReLxHHIvnyOPwjZ8KRqMmsYfC5/fzdWMXH1Q7+WCvizX1bnw95gONTjMwZ7SVc4qsnJhn6fdsIpnzUdZ8jyVuVaSEwWazSaktGpl9Ub4PLW3RyJyPyer7vn37Ql6vra3t/m9ZfIl0hGKwjEgxcMXEVE7Q1VA0tohVdS7er3by/h4XO9o8vFYRONsBYFKWkdNGBgqWk/LNpJn0EXkO8viupbZoEt7H6HT4cwvwnDoXz6lzcfl86PfsxPDNWgwb1wamiVXtwFC1A/PbL+JPSf3/9s48vKky7f+fNOleoJRCW7YKZUcWAQVRVpFFUUBEQH1FhOKGjOsAvlX8IQ4iWBwVZXPUGRgEXhFQHNARRKoIKiqooCBQCqW1LU1LuiTN8vujNlq6QEOek5xwf66rF+Xk5Hvu53vunpw7z3LKe1i6XEVk1964NPA+w2Jn52krn2Va2Z5pJfdPvSUmA/SND2FIszCGNA+jc0MThgsYqqbnfNRrvnsSt/qZeD4gOzsbu92OzWYjJycHgIKCAiwWC1B+YXY4HFitVnJzcwEwm80UFRUB5R+iTqeTjIwM8vLKH6aUn59PcXExAJmZmQAUFxeTn58PQF5eHqWlpTidTvcHQlFREWazGYDc3FysVisOh4OsrCwyMzOxWCwUFBQAkJOTg81mw263k52dDUBhYSGFhYVebVNpaelFtyk9Pb3aNgEX3ab09HSlbTp+/HidzpM32uSt85SZmemV3KuuTSdPnlTWpqNHj3ot96prUwUqztPJkyeV/j2dOHFCWe5lZmYqu0ZU4EnuxcbGUh3R0dHuNp04caJO56kubTp+/LjXcu9///d/q+2hmDt3rrK/pzO/ZdE/PoSnu4axbaCJfWPjeLpLMEOaBhNpMnDIbGfpT0WM/28erVaf5sb/5JDT41Zo3ROMlZ/4HBMTU6lNp06dUnbdO3XqlLLPp6NHj9Z6ni62TRVcyHk6ePAgycnJDB06lKlTp/LLL7/U2qaMjAyvXsvPbdOJEyfqlnsuFyXxLTnd+3pK//oip/62ivzpz2Ibeiu2xk0xlBRh+vozwt5cROQj4wiZNQnDmtcJOvIjmSdP1nqeLrRNJ/IK+W+ukUe+yKfb2lN0WZ/N9DQz646WkFvqpFmEgTtaBbNqcAx7hhjZeH1DHugQSpzDjMFguKDzVHGN8ea9UUWbjh8/rvQ+4tixY8ru9yre743cO7dNJ0+erNKm8yET5wMUf5v8dCkgnvsG8V17Lsbz6nofWrVq5fXeBy0YOXIkaWlpVbb369eP999/3+vHO5/vNoeLr3Js7Mi08mlmKftyyyoNhcFWCse/gyNfkVB8ks2vPkfbVvry3BdcaL4HUm7XhCHnNMb9ezHt34Pxp30YbKXu15wNGuLodjX2K/ri6NwTQsMvSDO72MHubBtfZFv5ItvGD2fKKr1eP9jANfGhDGgayqCmobRrcGG9JULd8bfPUxnuVQvFxcXKutVUaqtGz76I74GlrRo956O/+p6YmMjGjRuZN28eWVlZxMfHV1lpSi++1PT05Pj4eK/o15UQY/nN3DXxoaT0qI/Z6uSz01bSsqzsOGHhMGHQrg+068NpoN8u6HEwhz5xIVzVJIQuUQ6aNYxSEptezunFcKFzf/6M3q4xrsYJ2K8bhf26URQXFFDvxC8Yv/sC07dfEJSX7Z7L4goOKR8W1rMf9iv6Qr3ynlKXy0W6xcGXFUVJlo0jhfZKxwg1QpcoByOSGjKgaSjdGwWfd3GIuqLnfPSXfK8rnsQtRUotWK1WZYmgUls1evZFfA8sbdXoOR/92ffExMQab9pAP76kpKTw9ddfV7oxbdmyJSkpKV7Rv1iiQ4O4+bJwbr4sHPpEk1vq4PMsG2lZVj4/beUns50vsm18kf3HkKb2DYq4qkkIveNC6NU4hLb1TRjreINY3XLH9evX18U5vRgudO7Pn9H1NcbpJOL3Z7TY7pxBUMZRjN9+jum73RiPHsT03W5M3+3GGRREevPL2Rp/FcsjruAAlVcLizQZuKpJCH3jQugbH0rP2BAyjh2hbdt6SuIG/VxjfKGvCk/iliKlFlQu8abH5eMq0LMv4ntgaatGz/kovqvXvpBeIX8iNszIqMvCGXVZ+TCcvFIHe3+zsef3n29zbfxcYOfnAjv/Olw+fj3KZKB7bDA9Y8uXR+4RG0zzSGONw21qW0xA1Xn1l1z3pGctYK4xBgOlzVrzU0QLvuswlmMnsoj+cQ9XpX/J4PwfaXViP/ef2M/9wFfRbdnf+mpKew7g8vYt6NoomGAv95TUKXYdaWuhrwpP4pYipRby8vJo1KiR7rRVo2dfxPfA0laNnvNRfNdG+9xeoYqJqnqgUZiRES3DGdGyvGg5nZPLSVd99vxmZe9vNvbllnGyyEFalo20rD96WxqHBdG1UTBdYsp/ujYKpnW98h6XmoY8PfXUU/zzn/9U0g5/yfXqetZatWpVa8+aXq8xxXYne47nccIRwXd5Nr7NLeOn/DJs7oW3wqDBAIzdBnB1lJVJRd8z6NReWh79hivNh7ly32HY908cbTpj7z0I+5UDcTWsflENFejpGqO1vio8iVuKlFqIjIzUpbZq9OyL+B5Y2qrRcz6K79pra6Gvkob1okgIC+HKJiHubb+VONiXa+ObnDL25drYl2sjp9TJJ6esfHLK6t4vwmSgc0MTGfGD4NpgyDpS/mM5A6gt3vzFc0961vw9H50uFycsDn7KL+OHM2X8mF/Gj2fs/Fpop3xNhj+KVwPQtoGJ7o2C6R4bwhWNgukeG0yEKQhoDYyh2FqCcf8eTHt3YvruC4xHfsR45EdC/r0EZ7uulPUehOPKARcV84Ug1xjt8SRuKVJqISQk5Pw7+aG2avTsi/geWNqq0XM+iu/aa2uhr5LqYm8SbmR4i3CGtyjvbamY+HzgTBkHzpSxP6/85vVkkYOvcsqg9YDynwosZ+D0EbKiXKw8aKFNAxNJ9U00izQS5KUVmvzJ8/PNtzoXf8lHm8PFr4V2fimw84u5jF8K7PxstnOk0E6xveoisCZDeUFyeUww3X4vSrrGBFM/5DxPtggNx3HlQBxXDsRqLSmft/LldowH9mD8+XuMP3+Pa9XLtG7dGdOQ0dh7XAOhYZ40vVbkGqM9nsQtRUotZGdn1zjG1J+1VaNnX8T3wNJWjZ7zUXzXXlsLfZVcSOwGg4HL6pm4rJ6JmxL/WGL2TKmDA2fs7Po1m6Wb/oslMg7i20BUDLS9il+Bx7/847kIYUZoXc9EUgMTbeqbaFXfRGKUkcR65QVMXeYoBLrn3tIvtjs5ftbBsUI7R8/aOVbo4NhZO0cL7ZwscuCo4YEUceFBdG4YTOeYYPe/7RqYOPNbFgkJMZ4HFxqOvfdg7L0HQ0kRpn2fY9qzHeMPX9HgyAE4cgBXWDj2Xv2x970eR8crIMjo+fH+hFxjtMeTuOU5KQGKv611fSkgnvsG8V17xHPfoBff3at7ZWXRoGU7bpzyF/JCGnK4wM6RgvKhQtklzhrfH2SAphFGWv5etDSPNNI0wkjTSCMJEUE0jTTSKDRIs2dl6MH3MqeL7GIH2SVOThY5yn8sdjIsDvf///yk9nMJMkBilJF20cG0b2CiXbSJ9g2CadvARHSoxs/9LjSTv2UdTQ9/i/HXg+7NzuhY7H2HUNZvBK6m/rk4hd7xt1yXnpRaKCoqUjb2T6W2avTsi/geWNqq0XM+iu/aa2uhrxJvxV7dkKdy7T9W9ym0OTlaWF6wHC6wc/ysnXSLgwyLg1NFf9xY/3l55D8TaoT4cCNx4UZiQlzERwYTG26kcVgQjcOCiA030jA0iOgQA9GhQUSZDH75AMCaPHe5XBTYXJyxOskrdf7+r4M8q5MzpU6yS5xklzjIKnaQVewkz1pzAVJBcBAkRploXd/IZfVMtK5volW98v+3jDIRaqybP8pyvX40ub0G0XDiNAxZJwn+4mNMX3xMUE4mIR++Q8iH7+Bo05myfiOw9x4E4XWLIT09nWeeeYacnBz3EtneXJFPrjHV40ncUqTUQllZ2fl38kNt1ejZF/E9sLRVo+d8FN+119ZCXyVa+l4/JIjusSF0j606Tt3mcHGyyMEJi530s+XFyuliB5kV/xY7KLCVz41JtzgqjlDr8U0GaBASRIOKoiU4iEiTgchgg/vfCFP5thCjgdCg8odjhgQZyMsxciikhJAgAwbAYKDyv78fw+ECu8tFmRMczvLf7U6wOV2U2l2UOFyU2H//cbgodbjIL7ZS6irhbJmLQpuTwjIXhWVOztpc1GWYS5ChfNW1uPDyHqcWUUZaRBqJMVhp36Q+LaKMNAkP8to8INAm113xzbHdMhnbmLsJOvIjwbu2lg8J+33CvWv1q9ivGkBZvxtwtu9aflJqobYlsr1VqMg1pno8iVuGewUo/tZldykgnvsG8V17xHPfIL7/QVGZk9PFDn4rcZJT6iS31EFOiZPcUic5peXbC6xOzDYnZpur2snf/k6UyUCjsKDyn9AgYn7/PSa0vH+mn6gAACAASURBVOCICzcSFx5EfISR2LAgrz+V3ZfUmuvWEkxffUbwrg8xHvrevdkZ34KygSMp6zccohpU+9bk5GTWr19fZfu4cePqtOBBoOJv1xjpSamF3NxcYmPVrNutUls1evZFfA8sbdXoOR/Fd+21tdBXiZ58jwwOok2DINo0+F37stq1bQ4XBbbfixariyK7k6IyF0V2F0VlLix2J8W//25zurA5yntAbE4XZwrOEhIRRZmjvHfDBbhcVPodwBRU3mNjDDJgMoApyIApCIKDDIQbDYQZDYSbfv/5/XdHiYVmjepTLziI+iFB1A82UD8kiHrBBq8UHXo6pxdMaDj2a4dhv3YYhuyT5b0raVsJysog9J3XCXl3JfYrB1I26GacbS+v1Lty+vTpaiWzsrK8Fp5cY6rHk7ilSKmFevXq6VJbNXr2RXwPLG3V6DkfxXfttbXQV4lefb8Q7RCjgcbhRhqH1311qMOH82jbVs3D86xWE6GhoUq0wfe+q8YV1xzbrVOxjbkb4/d7CN6xGeOBvQR/8THBX3yMo3kr7INupqzv9RARVePqUvHx8V6LSa4x1eNJ3FKk1ILJpM4eldqq0bMv4ntgaatGz/kovmuvrYW+SvTqu3juG32/8t1owtHjGhw9rsGQc5rgnVsw7dyC8eQxjP/6OyHrl1N2zTDm3nsPX3/9daU5Ka1atSIlJcVrofj7OXWvvnf6tJKFA2rCk7g1XldOX+Tk5OhSWzV69kV8Dyxt1eg5H8V37bW10FeJXn0Xz32j76++uxonYLt1KsWL11Hy4DPYO16BobSEkE820vaV2ey75VrmjLyO/v2uZdy4cV6dNA/+fU4rFg5Yv349aWlprF+/ntGjR5Oenu7FCKvHk7hl4nyA4m+Tny4FxHPfIL5rj3juG8R33yC+a4+3PQ/KOErwf9/D9MVHGGxWAJxxzSgbMoayfiPqvIyxXjnfwgH+lusB2ZOSnZ2N3W7HZrO5K7eCggIsFgtQPkHK4XBgtVrJzc0FwGw2U1RUBJRPrHI6nZw5c4a8vDwA8vPzKS4uBiAzMxOA4uJi8vPzAcjLy6O0tBSn0+memFVUVITZbAbKJwxZrVYcDgdZWVlYLBYsFgsFBeVP4M3JycFms2G328nOzgagsLCQwsJCr7aptLT0ottUEd+5bQIuuk2//fab0jadPn26TufJG23y1nmyWCxeyb3q2mQ2m5W1KSMjw2u5V12bKlBxnvLz85X+PeXm5irLvYr3qvh7qsAbuVddmyrOiYq/p6ysLK9ey89t06lTp3RzLT+3TYWFhcque4WFhcralJGR4bXcq65NFag4T3l5eV69lp/bppycHGW5Z7FYvH5vVNGmCrx1LS9p0oxTN02iaPF6zDdPwt4wlqDsU4SufpXIR24jaNUrmI/8XOfcq65NmZmZSu8jTp486XHu1bRwQEZGBqWlpe73X+h5qkubCgoKqrTpfEhPSi0UFBTQoEH1y9j5szao/eZHz76o1Ff9DYRefZdc942+5Lr22qr1xXfttUGuMb7QVp7rZ84Qc/RHQj76P4w/ly9j7DIasfceTNmI8ThbtvFc24/PqS97UjyJ249mPfkfKpNMpbZq9OyL+B5Y2qrRcz6K79pra6GvEr36Lp77Rl/XvsfE4IjpR0mvfgQdPUTw1rWY9u50rwpm79yLshHjcVze67wPiKyi7cfnNCUlRfnCATXhSdwBOdzLW1yKE84uBD37Ir4HlrZq9JyP4rv22lroq0SvvovnvtEPFN+drTtgfWAOxQtXYxs6FldoGKYfvyZ80ROEz5mG8atPwemoWawWbRVcjH5iYiIbN25k3Lhx9OvXT8nCATXhSdzSk1IL8g1E9ejZF/E9sLRVo+d8FN+119ZCXyV69V08941+oPnuapyA7Y6HsI2+m+Admwn+6F2M6YcJf/UZnAktsI28A3ufIXCepXT9/ZwmJiayYsUKL0Vz4UhPipcJClJnj0pt1ejZF/E9sLRVo+d8FN+119ZCXyV69V08941+wPoeWY+ykXdQvGgNpXc9gjM2nqDTGYSteJ6ImXdg+mQj/L5CWJ21vYBeffckbn22VCMqVkXQm7Zq9OyL+B5Y2qrRcz6K79pra6GvEr36Lp77Rj/gfQ8JxX7dKIoXrKI0eTbOhJYE5WYT9s+XiHh8AsFb14G11DPti0CvvnsSt6zuFaD421rXlwLiuW8Q37VHPPcN4rtvEN+1xy89dzoxfrOLkPdXYUw/XL6pQQxlI2+nbOBNEBLq4wAvHn/zXXpSaqFifWe9aatGz76I74GlrRo956P4rr22Fvoq0avv4rlv9L2lnZ6eTnJyMiNHjiQ5OVmTp597FHtQEI4rB1Dy/5ZT8sjfcCS2I6jgDKGrXyXiiTsI/ngD2Ky6Pqcq8SRumTgvCIIgCIIgaE56ejqjR4+utCTu119/zeLFi5V9o5+ens6cOXPIzc0lISGBlJSUuq1uZTDg6N6Xkm5XY/z2C0LeexPjiSOErnqZ4C3/xn79rTBsLJiClcR/KSFFSi3Ur19fl9qq0bMv4ntgaatGz/kovmuvrYW+SvTqu3juG31vaM+bN69SgQJw7Ngxli5dysCBAy9a/1xqKoo8WobXYMDR4xpKruiL8Zs0Qja+hTHjV6LXLcW5YxO2W+7B3uc68PJEd73muydxy3CvWsjOztaltmr07Iv4HljaqtFzPorv2mtroa8SvfounvtG3xvap0+frna7qmeN1FQUzZs3z3NRgwFHr36UzF1ByfRnsDVpRlDOacKWPUf408kYv/8SXN6b/q3XfPckbulJqYVGjRrpUls1evZFfA8sbdXoOR/Fd+21tdBXiV59F899o+8N7YSEhGq3N27c+KK1q6OmoigrK+vixYOCcFw5EGvXq3Hu2V4+DCzjV8JTZ+Fo1xXrbdNwtr38og+j13z3JG7pSakFp9OpS23V6NkX8T2wtFWj53wU37XX1kJfJXr1XTz3jb43tFNSUmjVqlWlba1ateK+++67aO3qqKkoio+P99oxnAYD9v4jKF7wL6wTH8AVWR/jL/uJmDedsJf+F0PmxS0MoNd89yRuKVJqoaCgQJfaqtGzL+J7YGmrRs/5KL5rr62Fvkr06rt47ht9b2gnJiayceNGxo0bR79+/Rg3bhwbN26kWbNmXoiwKjUVRSkpKV47htuXkFDKht9G0aJ/Y7vpTlwhYZi+/ZyI/51MyD9fgrPmi9PXGZ7ELc9JCVD8ba3rSwHx3DeI79ojnvsG8d03iO/ao9Lz9PR05s2bR1ZWFvHx8XVf3ctDDOY8Qt57C9POLRhcTlwRkdhu+h/Krr8FgkOUH/9C8Ldcl56UWvD3byB8hZ59Ed8DS1s1es5H8V17bS30VaJX38Vz3+jr1ffExEQWLVrE+++/z4oVK7xeoNTkiyu6EdbJj1EybyX2y6/EUFxE6NqlRMyehHHvpxc8uV6vvnsStxQptWA0GnWprRo9+yK+B5a2avScj+K79tpa6KtEr76L577RF98903Y2b03pEwspeWwBjmaXEZRzmvAlzxD+3EMEHf/lovX9FU/iDsgiJTs7G7vdjs1mcy9jV1BQgMViAcpXcXA4HFitVnJzcwEwm80UFRUB5as/OJ1OTCYTeXl5AOTn51NcXAxAZmYmAMXFxeTn5wOQl5dHaWkpTqfTvXpEUVERZnP5mMPc3FysVisOh4OsrCyioqKwWCzuyjInJwebzYbdbncv01ZYWOh+Qqe32lRaWnrRbbLb7dW2CbjoNjkcDqVtslqtdTpP3miTt85TVFSUV3KvujaFhIQoa9PZs2e9lnvVtakCFecpODhY6d+TwWBQlntRUVHKrhEVeCP3qmtTxQRLFX9PZWVlXr2Wn9umkpIS3VzLz21TeHi4suteeHi4sjadPXvWa7lXXZsqUHGegoKCvHotP7dNTqdTWe5FRUV5/d6ook0VqPrMNRgMdTpPdWlTaWnpBZ0na6eeHJ/+N0rvfhRHVAOMh38g/Jl7cbw2D4c5r8Y2WSwWZdeIivd7I/fOPU9hYWFV2nQ+ZE5KLVSMV9SbNqgdV6hnX1Tqqx7LqVffJdd9oy+5rr22an3xXXttkGuML7QvuVwvKSJk49sEf/wuBocDV2Q9rGOnYh80EoIq90Do1XdP4g7InhRvoWqdbtXaqtGzL+J7YGmrRs/5KL5rr62Fvkr06rt47ht98d2L2uGR2CY+QPG8f2Dv3BND0VnC/rmY8Dn3EvTL/ovX9wM8iVuKlFqoGNakN23V6NkX8T2wtFWj53wU37XX1kJfJXr1XTz3jb747n1tV9NESp9YRMn0/4ezURzGE0eIeG4Gocuew1Bw5qL1fYkncUuRUgsV41z1pq0aPfsivgeWtmr0nI/iu/baWuirRK++i+e+0RffFWkbDDiuHEDx/LexjZqEKziY4C8+JmLWXZh2vM9Zna7u5YkvUqTUQmxsrC61VaNnX8T3wNJWjZ7zUXzXXlsLfZXo1Xfx3Df64rti7dAwbLdMpvhvb2PvchWGYgthb71Ii2VzCco46p1jaIgnvkiRUgsVqxroTVs1evZFfA8sbdXoOR/Fd+21tdBXiV59F899o+8t7fT0dJKTkxk5ciTJycmkp6d7Rbc29OBLBa4mTSl9bAGlD8zB2SAG45EfCJ+TTMjaZWAt8eqxVOKJLyYFcQQMwcHButRWjZ59Ed8DS1s1es5H8V17bS30VaJX38Vz3+h7Qzs9PZ3Ro0dz7Ngx97avv/6axYsXK13dy999qYLBgL33IOxdriTonaWEf7aFkA/XYNq7Hetdj+Do1sf7x/QynvgiPSm1EBkZqUtt1ejZF/E9sLRVo+d8FN+119ZCXyV69V08942+N7TnzZtXqUABOHbsGEuXLr1o7drwd19qJCIK5z2PU/LUazhatiEoN5vw1FmELp0HZ/27R9ETX6RIqYWKB9roTVs1evZFfA8sbdXoOR/Fd+21tdBXiV59F899o+8N7Zo0Kh74pwp/9+V8+s6kjpQ8sxTrhPtxhYQSvPu/RMy+G9OeHeDyz8cfeuKLFCm1EBcXp0tt1ejZF/E9sLRVo+d8FN+119ZCXyV69V08942+N7QTEhKq3a76WSD+7ssF6RtNlI0YT/G8N7B36E7QWTNhr/0/wl5+CoM5T2kMnuCJL1Kk1ILNZtOltmr07Iv4HljaqtFzPorv2mtroa8SvfounvtG3xvaKSkptGrVqtK2Vq1acd999120dm2o9kXlYgDnxu6Ka07pzFRK734UV1gEpn1pRMyehOmz//hVr4onnkuRUgtFRUW61FaNnn0R3wNLWzV6zkfxXXttLfRVolffxXPf6HtDOzExkY0bNzJu3Dj69evHuHHj2LhxI82aNfNChDWj0pdDhw4xevRo1q9fT1paGuvXr2f06NFeK1SqjT0oCPugmyn+21vYu/UpX674jQWEvfhXDGfUDp27UDzx3GA2m/2nzDqH1NRU3n//fY4cOUJISAi9evVizpw5dOrUydeh+T2HDx9WujKGUBXx3DeI79ojnvsG8d03iO/ao2fPk5OTWb9+fZXt48aNY8WKFeoDcLkwffExoatfxVBUiCsiCutdD2Pvcx0YDLW+1d989+uelLS0NKZMmcK2bdvYvHkzJpOJ0aNHk5+fr8nxVR5HqzaoQM++iO+Bpa0aPeej+K69thb6KtGr7+K5b/TF9+rJyMiodntWVpZX9M8bu8GA/ZqhFP/tzT96VZbOI2zJMz5dAcwTz/36OSkbNmyo9P9ly5bRsmVLvvzyS0aMGKH8+KGhobrUVo2efRHfA0tbNXrOR/Fde20t9FWiV9/Fc9/oi+/VU9NiAPHx8V7Rv9DYXdGNKH1kPqadWwhdswTTVzuJ+GU/1nuewNG9r1diqQueeO7XPSnnYrFYcDqdREdHa3K8iIgIXWqrRs++iO+Bpa0aPeej+K69thb6KtGr7+K5b/TF9+p55plnql0MICUlxSv6dYrdYMA+cCTF8/6Bo303ggryCV/8JKFvvAAl2s7l8sRzXRUps2bNokuXLlx11VWaHC8zM1OX2qrRsy/ie2Bpq0bP+Si+a6+thb5K9Oq7eO4bffG9eoKDg6tdDCAxMdEr+p7E7mqcQMmsxVgnPoArOBjj91+Cw+6VeC4UT+L264nzf+bJJ59kw4YNbN26lcsuu6zG/Q4fPqxdUIIgCIIgCIKgE8JyMjEVn8WS2N7XoZx3kr4uipTZs2ezYcMG3n//fdq1a6fZcYuLi5V1CarUBrUrNOjZF5X6qlfF0Kvvkuu+0Zdc115btb74rr02yDXGF9qS677R97dc9/vhXjNnzuTdd99l8+bNmhYoAFarVZfaqtGzL+J7YGmrRs/5KL5rr62Fvkr06rt47ht98V17bS30VeFJ3H69utfjjz/O2rVrWbVqFdHR0WRnZwMQGRlJVFSU8uM3bNhQl9qq0bMv4ntgaatGz/kovmuvrYW+SvTqu3juG33xXXttLfRV4Uncft2TsnLlSs6ePcuoUaNo3769++eVV17R5Ph5eXm61FaNnn0R3wNLWzV6zkfxXXttLfRVolffxXPf6Ivv2mtroa8KT+L2654Us9l3D52B8h4bPWqrRs++iO+Bpa0aPeej+K69thb6KtGr7+K5b/TFd+21tdBXhSdx+3VPiq8JCQnRpbZq9OyL+B5Y2qrRcz6K79pra6GvEr36Lp77Rl98115bC31VeBK3FCm1UDEHRm/aqtGzL+J7YGmrRs/5KL5rr62Fvkr06rt47ht98V17bS30VeFJ3FKk1EJCQoIutVWjZ1/E98DSVo2e81F8115bC32V6NV38dw3+uK79tpa6KvCk7ilSKmFoqIiXWqrRs++iO+Bpa0aPeej+K69thb6KtGr7+K5b/TFd+21tdBXhSdxS5FSC2VlZbrUVo2efRHfA0tbNXrOR/Fde20t9FWiV9/Fc9/oi+/aa2uhrwpP4pYipRaio6N1qa0aPfsivgeWtmr0nI/iu/baWuirRK++i+e+0RfftdfWQl8VnsQtRUot5Obm6lJbNXr2RXwPLG3V6DkfxXfttbXQV4lefRfPfaMvvmuvrYW+KjyJW4qUWqhXr54utVWjZ1/E98DSVo2e81F8115bC32V6NV38dw3+uK79tpa6KvCk7ilSKkFk0ndsy5VaqtGz76I74GlrRo956P4rr22Fvoq0avv4rlv9MV37bW10FeFJ3FLkVILOTk5utRWjZ59Ed8DS1s1es5H8V17bS30VaJX38Vz3+iL79pra6GvCk/iliKlFuLj43WprRo9+yK+B5a2avScj+K79tpa6KtEr76L577RF9+119ZCXxWexB2QRUp2djZ2ux2bzeau3AoKCrBYLABkZWXhcDiwWq3uiTxms9m9hvPp06dxOp2cOXOGvLw8APLz8ykuLgYgMzMTgOLiYvLz8wHIy8ujtLQUp9PJ6dOngfI1oc1mM1A+YchqteJwOMjKysJisWCxWCgoKADKK0ybzYbdbnc/lbOwsJDCwkKvtqm0tPSi21QR37ltAi66Tb/99pvSNp0+fbpO58kbbfLWebJYLF7JveraZDablbUpIyPDa7lXXZsqUHGe8vPzlf495ebmKsu9iveq+HuqwBu5V12bKs6Jir+nrKwsr17Lz23TqVOndHMtP7dNhYWFyq57hYWFytqUkZHhtdyrrk0VqDhPeXl5Xr2Wn9umnJwcZblnsVi8fm9U0aYKVH3mVvyu4u8pMzNT6X3EyZMnlV0jKt5/oeepLm0qKCio0qbzYTCbza7z7nWJUlBQQIMGDXSnDXD48GHatm2rRFvPvqjUV+k56Nd3yXXf6Euua6+tWl98114b5BrjC23Jdd/o+1uuB2RPirdQmWQqtVWjZ1/E98DSVo2e81F8115bC32V6NV38dw3+uK79tpa6KvCk7ilSKkFPU+sUomefRHfA0tbNXrOR/Fde20t9FWiV9/Fc9/oi+/aa2uhrwqZOO9l9Fxpq0TPvojvgaWtGj3no/iuvbYW+irRq+/iuW/0xXfttbXQV4X0pHiZoCB19qjUVo2efRHfA0tbNXrOR/Fde20t9FWiV9/Fc9/oi+/aa2uhrwpP4tZnSzWiYlUEvWmrRs++iO+Bpa0aPeej+K69thb6KtGr7+K5b/TFd+21tdBXhSdxS5FSC3FxcbrUVo2efRHfA0tbNXrOR/Fde20t9FWiV9/Fc9/oi+/aa2uhrwpP4pYliAVBEARBEARB8CukJ0UQBEEQBEEQBL9CihRBEARBEARBEPwKKVIEQRAEQRAEQfArpEgRBEEQBEEQBMGvkCJFEARBEARBEAS/QoqUACE1NZVBgwbRokULkpKSGD9+PD/99JOvw7qkSE1NJTo6mieeeMLXoQQ8WVlZ3HfffSQlJREXF0fv3r1JS0vzdVgBjcPhYN68eXTt2pW4uDi6du3KvHnzsNvtvg4toPj888+ZMGECHTt2JDo6mtWrV1d63eVyMX/+fDp06EB8fDw33ngjBw8e9FG0gUFtnpeVlTFnzhz69u1L06ZNad++PVOnTiUjI8OHEQcG58v1P/Pwww8THR3NK6+8omGEgcmF+H7kyBHuvPNOWrZsSUJCAv379+fnn3/WPFYpUgKEtLQ0pkyZwrZt29i8eTMmk4nRo0eTn5/v69AuCb766iveeustOnfu7OtQAh6z2cywYcNwuVysW7eOPXv28MILL9C4cWNfhxbQvPTSS6xcuZIFCxawd+9enn/+eVasWEFqaqqvQwsoioqK6NSpE88//zzh4eFVXv/73//OkiVLWLBgAdu3b6dx48aMGTOGs2fP+iDawKA2z4uLi/n+++95/PHH2blzJ//+9785deoUt956qxToF8n5cr2CTZs28c0335CQkKBhdIHL+Xw/fvw4w4YNIzExkc2bN7N7925SUlKIjIzUPFZ5TkqAYrFYaNmyJatXr2bEiBG+DiegKSgoYMCAAbz88sssWLCATp06sXDhQl+HFbDMnTuXzz//nG3btvk6lEuK8ePH07BhQ5YuXeredt9995Gfn8/atWt9GFng0qxZM1544QXuuOMOoLwXpUOHDiQnJ/P4448DUFJSQtu2bXn22WeZPHmyL8MNCM71vDoOHTpEnz59+Pzzz+WLKS9Rk+8nTpxg2LBhbNy4kVtvvZVp06bx0EMP+SjKwKM636dOnYrBYGDFihU+jKwc6UkJUCwWC06nk+joaF+HEvA8/PDDjBo1iv79+/s6lEuCLVu20LNnTyZPnkybNm249tprWb58OS6XfN+ikj59+pCWlsYvv/wClN+o7dq1i+uvv97HkV06pKenk52dzeDBg93bwsPD6du3L3v27PFhZJcWFb1W8vmqFrvdztSpU3n88cdp3769r8O5JHA6nWzdupX27dszduxYkpKSGDRoEBs2bPBJPCafHFVQzqxZs+jSpQtXXXWVr0MJaN5++22OHj3K8uXLfR3KJcPx48d54403eOCBB3j44Yc5cOAAM2fOBGDatGk+ji5wefjhh7FYLPTu3Ruj0Yjdbufxxx9n6tSpvg7tkiE7OxugytDGxo0bc/r0aV+EdMlhs9lISUlh+PDhNGvWzNfhBDTz588nJiaGKVOm+DqUS4acnBwsFgupqak8+eSTzJkzh88++4zk5GQiIyMZNmyYpvFIkRKAPPnkk3z55Zds3boVo9Ho63AClsOHDzN37ly2bt1KcHCwr8O5ZHA6nVxxxRXMmTMHgG7dunH06FFWrlwpRYpCNmzYwDvvvMPKlSvp0KEDBw4cYNasWbRs2ZK77rrL1+EJgnLsdjvTpk2joKCANWvW+DqcgGbXrl38+9//ZteuXb4O5ZLC6XQCcMMNNzB9+nQAunbtynfffceKFSs0L1JkuFeAMXv2bN599102b97MZZdd5utwApq9e/eSl5dHnz59aNSoEY0aNeLzzz9n5cqVNGrUCKvV6usQA5K4uLgqXf/t2rXj5MmTPoro0uDpp59m+vTpjB07ls6dOzNhwgQefPBBFi9e7OvQLhni4uKA8m87/0xOTg5NmjTxRUiXDHa7nSlTpvDjjz+yadMmYmJifB1SQJOWlkZWVhbt27d3f75mZGQwZ84cOnXq5OvwApZGjRphMpn85jNWelICiJkzZ/Lee+/x/vvv065dO1+HE/DceOONXHHFFZW2PfjggyQlJfHoo48SEhLio8gCmz59+nDkyJFK244cOUKLFi18FNGlQXFxcZWeWaPR6P7mTVBPYmIicXFx7Nixgx49egBQWlrK7t27mTt3ro+jC1zKysq45557OHjwIB988IG7WBTUMXXqVEaNGlVp29ixYxk7diyTJk3yUVSBT0hICD169ODw4cOVtvvqM1aKlADh8ccfZ+3ataxatYro6Gj32OXIyEiioqJ8HF1gEh0dXWXiZEREBA0bNpRvehTywAMPMHToUBYtWsQtt9zC/v37Wb58OU899ZSvQwtohg8fzksvvURiYiIdOnRg//79LFmyhAkTJvg6tIDCYrFw9OhRoHzoxcmTJ9m/fz8NGzakRYsW3H///aSmptK2bVvatGnDokWLiIyM5NZbb/Vx5PqlNs8TEhKYNGkS3377LWvWrMFgMLg/X+vXr1/r0rlC7Zwv18+de2UymYiLi6Nt27a+CDdgOJ/vM2bMYPLkyfTt25f+/fuza9cuNmzYUOtzbFQhSxAHCDWtMjJz5kxmz56tcTSXLjfeeKMsQawB27ZtY+7cuRw5coTmzZuTnJzMvffei8Fg8HVoAcvZs2d57rnn+OCDD8jNzSUuLo6xY8fy17/+lbCwMF+HFzDs2rWLm266qcr2iRMn8vrrr+NyuXj++ed56623MJvN9OzZk0WLFskXIxdBbZ7PmjWLbt26Vfu+JUuW1LpUsVA758v1c+nSpYssQewFLsT31atXk5qayqlTp2jdujWPPvqoT74IkSJFEARBvpxJRgAAEYRJREFUEARBEAS/QibOC4IgCIIgCILgV0iRIgiCIAiCIAiCXyFFiiAIgiAIgiAIfoUUKYIgCIIgCIIg+BVSpAiCIAiCIAiC4FdIkSIIgiAIgiAIgl8hRYogCIIQMHTp0oX777/f67pPPPEEI0aM8Lqunpk0aRJ33323r8MQBCFAkSJFEIRLmkOHDnHPPffQtWtX4uLi6NChAzfccAPz58/3dWiaU1xczPz589m1a1ed3ud0Olm3bh1jxowhKSmJ2NhYkpKSGDVqFCtXrqSkpERRxNqQnp7O22+/zaOPPurrUDTn0KFDzJ8/n/T09CqvPfLII2zatIkDBw74IDJBEAIdKVIEQbhk2bt3LwMGDOCbb77h9ttvZ+HChUyePJkGDRrw0ksv+To8zSkpKWHBggWkpaVd8HtKS0uZMGEC06ZNo7i4mAcffJCXXnqJRx55hMjISGbNmsUDDzygMGr1LF26lLi4OIYMGeLrUDTn559/ZsGCBZw4caLKa927d+eKK67glVde8UFkgiAEOiZfByAIguArFi1aREREBDt27CAmJqbSa7/99puPotIXKSkpfPTRR8yfP7/KMKvp06eTnp7Ohx9+WKuGw+HAbrcTGhqqMlSPKCsrY926ddx+++0YDAbNj2+z2QgKCsJk8s+P6zFjxjB//nwKCwupX7++r8MRBCGAkJ4UQRAuWY4dO0aHDh2qFCgATZo0qbJt+/bt3HDDDTRr1oxmzZoxduxY9u/fX2W/jRs30rt3b+Li4rj66qvZvHkz999/P126dHHvk56eTnR0NIsXL2blypV069aNhIQERo0axYkTJ3C5XLz44ot07tyZ+Ph4JkyYQF5enkcx3X///cTFxZGZmcntt99Os2bNSEpKIiUlBYfD4Y4nKSkJgAULFhAdHU10dHSt8ztOnTrFW2+9xZAhQ2rcLzExsdJrf2738uXL6dGjB02aNGHv3r0AvPLKKwwfPpzWrVsTFxdH3759+ec//1lF1+VysXDhQjp16kRCQgIjR47k4MGD1cZQUFDAk08+yeWXX07jxo3p1q0bL7zwgrvttbF7927y8vIYNGhQpe1/bseyZcvo2rUr8fHxDB06lH379lXRycrK4qGHHqJdu3Y0adKEq666ijfeeKPSPrt27SI6Opp169Yxf/58Lr/8cuLj4zl16hRQXrAsXLiQK6+8kiZNmtC2bVsmTpxYqd0ul4tly5bRt29f4uLiaNOmDdOnT6+SO126dGHs2LHs3r2bwYMHExcXR7du3VizZo17n9WrVzNp0iQAbrrpJndOrF692r3PoEGDKC4uZvv27ef1UhAEoS7451czgiAIGtCyZUu+/PJLDhw4UKmAqI7169czbdo0Bg0axNNPP43NZuOtt97ihhtuYPv27bRr1w6Abdu2MXnyZDp27MhTTz1FQUEBM2bMoGnTptXqvvvuu9hsNpKTkzGbzbz88svcfffdXHfddXz66afMmDGDY8eOsWzZMp588kmWLVtW55igfN7IrbfeSo8ePXj22Wf59NNPefXVV2nVqhVTpkwhNjaW1NRUHn30UUaOHMlNN90EQKtWrWr05L///S92u53bbrvtgj2vYO3atRQVFXH33XcTFRVFfHw8AK+//jrDhg1j9OjRGAwGPvzwQ2bMmIHdbueee+5xv/+5555j0aJFDB06lOuvv54DBw4wduxYrFZrpeOUlJRw0003ceLECe655x5atmzJN998w/PPP09GRsZ5hypVFE9XXHFFta+vX7+egoICpkyZgtPpZOXKlYwaNYqdO3fSunVrAHJychgyZAhOp5MpU6bQuHFjdu7cyWOPPcaZM2d44oknKmmmpqYSFBTEvffeC0BUVBROp5MJEyawfft2Ro8e7R5et2vXLr777js6duwIwKOPPsq//vUvJk6cSHJyMqdOnWL58uXs27eP7du3ExYW5j5Oeno6kyZN4n/+53+YOHEiq1at4oEHHqB79+507NiRa665hnvvvZdly5bx2GOPufOpd+/ebo0OHToQHh7Ol19+yejRo2v1UhAEoS4YzGazy9dBCIIg+IKdO3cyZswYoPwm9Oqrr6Zfv34MGDCg0s1cUVERnTt35sYbb2TJkiXu7WazmV69ejFw4EBWrlwJQN++fcnPz2fv3r3Uq1cPgLS0NEaOHEmLFi3ck4zT09Pp1q0bMTEx7Nu3j+joaADmzp1LamoqHTt25LPPPiM4OBiAqVOnsmnTJk6cOEF4eHidYrr//vtZs2YNs2fPZubMme59+/fvT1BQEJ9++ikAeXl5JCUlMXPmTGbPnn1e/5588klee+01du3aVanIKysro7CwsNK+jRo1qtTuyMhIvvnmG3dxUkFxcTERERGVto0ZM4bjx4/z7bffApCbm0unTp0YNGgQ77zzjnsY1nPPPcfChQuZOHEir7/+OgAvvvgiixYtYufOnZWKtkWLFjFv3jy++uor2rZtW2Mbp02bxtatW6vMyahoR2hoKHv37iUxMRGAI0eO0KdPH2655RaWL18OwF/+8hf+85//8MUXXxAbG+vWmDFjBuvXr+fgwYNER0eza9cubrrpJpo3b86ePXuIjIx077t69WoefPBB5s6dy4wZMyrF4nK5MBgM7Nmzh2HDhvH6668zceJE9+u7d+9mxIgRvPTSS+7VuLp06UJGRgZbtmzhmmuucfvauXNnkpOTmTdvHgCbNm1i0qRJvP/++/Tr169aj3r16kWLFi147733avRREAShrshwL0EQLlkGDBjAf/7zH4YNG8bBgwd59dVXGT9+PO3atWPVqlXu/Xbs2IHZbGbcuHHk5eW5fxwOB1dffbV7NazTp0/z008/cdttt7kLFIBrr72WTp06VRvDzTff7C5QAHr27AnAbbfd5i5QKraXlZW5h/5caEx/pmLoTgVXX301x48fr6Nrf3D27Fmg/Jv+P7Nz506SkpIq/ZzLjTfeWKVAAdwFSllZGfn5+eTl5dGvXz+OHTtGQUEBAJ9++ik2m40pU6ZUmidy3333VdF777336NOnD40aNark08CBAwHOu0hAfn5+pfNzLsOHD3cXKABt2rThuuuuY9u2bUB5AbFp0yaGDh2KwWCoFMPgwYMpKSnhm2++qaQ5YcKESgUKwObNm4mOjq62jRUevPfee0RFRTFkyJBKx6kYYnZuTrRp08ZdoADExsbSpk2bOudEdHR0tUMRBUEQLgYZ7iUIwiVN7969WbNmDWVlZRw6dIht27bx8ssvM336dFq0aMGAAQP49ddfAWoczhIUVP59T0ZGBoB7mM+fad26Nd9//32V7c2bN6/0/4rJx82aNat2u9lsBrjgmCoIDg6uUhRER0e79TyhojipKFYq6NGjBxs3bgRg+fLl1U6cv+yyy6rV3LJlCwsXLuTAgQNV5owUFhbSoEEDt8/nFj+NGjWqUlD8+uuv/PDDD9UWSlA+FOt8uFw1DzioTjcpKYlt27ZhNpspKyvDbDazatWqSoVvbTFU582xY8do06YNISEhNcby66+/YrFYauwZOvc45+YeeJYTFT05giAI3kSKFEEQBMpv4rt06UKXLl248sorGTVqFOvWrWPAgAE4nU4AXnvttRrnlniK0Wis0/aKG+a6xnRu0eIN2rdvD8DBgwfp2rWre3tMTIy7p2LLli3Vvjc8PLzKtt27d3PnnXfSp08fFi9eTHx8PCEhIXz00Ue89tpr7jbXBafTSf/+/Wt8xklNxVIFMTEx7h4cT6iI+dZbb+XOO++sdp8OHTpU+n913lzosWJiYvjHP/5R7evnFnDny7ELxWw2V+pNEgRB8AZSpAiCIJxDxZCrrKws4I/J47Gxse6b7+po0aIFAEePHq3yWnXbLoYLjaku1PXb8CFDhmA0Glm3bh3jx4+/6ONv2rSJsLAw3nvvvUpzgs4dplTh86+//lqpJyMvL69KL0CrVq2wWCwee9S+fXvWrl3LmTNnql0FrqJH69xtDRo0IDo6GofDQb169bDb7Rd1nlq1asWePXuw2Ww19qa0atWKHTt20KtXrypD8FRht9s5deoU119/vSbHEwTh0kHmpAiCcMmyc+fOar+d//jjjwHcw2YGDx5MgwYNSE1NxWazVdk/NzcXgISEBDp16sS6desqDYFKS0vjp59+8mrsFxpTXaj4Bv9Ch/s0b96cu+66i08++cQ9Uf1c6vKtvNFoxGAwVDonFUOl/szAgQMJDg7mjTfeqKS/dOnSKppjxoxh3759fPTRR1VeO3v2bJXVwM6lYiWr7777rtrXt27dWulp7EeOHOGTTz5h6NCh7jbdfPPNbNmypdons1/oebr55psxm83VtrHCgzFjxuB0OnnhhReq7ONwODwa2lcxN6am9x46dIjS0tJKK34JgiB4A+lJEQThkmXWrFlYLBZGjhxJ+/btcTqdfP/996xdu5aYmBj38z3q16/P4sWLSU5Opn///owdO5YmTZqQkZHBJ598QocOHdw36U899RS33347w4YN44477qCgoIAVK1bQqVMnLBaL12KvS0wXSnh4OB07dmTDhg20adOGmJgYEhMT6dWrV43v+dvf/saJEyeYPXs2GzduZPjw4TRu3JgzZ87w9ddf8+GHH1Y796E6hg8fzpIlSxgzZgzjx48nPz+ft99+myZNmpCdne3eLzY2loceeojU1FTGjx/P9ddfzw8//MDHH3/sXkWsghkzZrB161Zuv/12Jk6cSPfu3SkpKeHgwYNs2rSJzz//vNahSldddRWxsbHs2LGDwYMHV3k9KSmJG264galTp+J0OlmxYgVhYWGVVlF75plnSEtLY+jQodx111107NgRs9nMgQMH+OCDDyq1rSYmTJjAunXrePrpp/n222/p27cvpaWlpKWlMWbMGCZMmMA111xDcnIyL7/8Mj/++CODBw8mNDSUo0ePsnnzZmbPns0dd9xxIafCTdeuXTEajSxevJiCggLCw8Pp2bOne5jcjh07CA8Pr9YbQRCEi0GKFEEQLlmeffZZNm/ezPbt21m1ahVWq5X4+HjGjRvHY489Vunm9ZZbbiE+Pp7U1FReffVV9769e/dm8uTJ7v1GjBjBG2+8wfPPP8/cuXNJSkpiyZIlvPPOOxw6dMir8V9oTHXhlVdeYebMmaSkpGC1Wpk4cWKtRUp4eDjr169n3bp1rFmzhldeecX99PHLL7+c+fPnX/CNcb9+/Xj99ddZvHgxs2fPpmnTpkybNo3o6GimT59ead+UlBRCQ0N588032bVrFz179uTdd9+t8syW8PBwPvjgAxYvXsx7773H2rVriYqKIikpiSeeeIK4uLhaYwoODmb8+PFs3LiRZ599tsrr48aNIyIigiVLlpCdnU3Xrl2ZP38+bdq0ce/TuHFjPvnkE1544QW2bNnCP/7xDxo2bEi7du3cS/2eD6PRyNq1a3nxxRf5v//7Pz744AMaNmxIr1696N69u3u/hQsX0rVrV958803mzZuHyWSiefPmjB49mv79+1/Qsf5MkyZN+Pvf/05qaip/+ctfcDgcLFmyxF2kbNy4kZEjR9KgQYM6awuCINSGPCdFEARBA6699lpiY2Pdq14J+uHEiRP06tWL1atXu+deVDwnZc6cOTzyyCM+jtA3fPfddwwaNIhPP/2Ubt26+TocQRACDJmTIgiC4EXKysqw2+2Vtu3atYsffviBa6+91kdRCRdDy5YtmTRpEqmpqb4Oxa9YvHgxo0aNkgJFEAQlyHAvQRAEL5KZmcno0aO57bbbSEhI4JdffuHNN98kLi6Oe+65x9fhCR6ycOFCX4fgd7z99tu+DkEQhABGihRBEAQvEh0dTffu3fnXv/5Fbm4uERERDB06lGeeeabaJWwFQRAEQaiKzEkRBEEQBEEQBMGvkDkpgiAIgiAIgiD4FVKkCIIgCIIgCILgV0iRIgiCIAiCIAiCXyFFiiAIgiAIgiAIfoUUKYIgCIIgCIIg+BVSpAiCIAiCIAiC4Ff8fxFiBYlGCb+6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pct2 = [f * 100 / 5280 for f in fpm2]\n",
    "\n",
    "show(pct2, mph2, xlabel='Segment Grade (percent)')  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So I can cruise at 16 or 17 mph on a 1% grade, but only about 8 mph at 5% grade, and around 5 mph on 8% grades.\n",
    "\n",
    "# VAM\n",
    "\n",
    "The number of vertical feet (or meters) climbed per hour (regardless of horizontal distance travelled) is known as [VAM](https://en.wikipedia.org/wiki/VAM_%28bicycling%29), which stands for *velocità ascensionale media* (for native Campagnolo speakers) or *mean ascent velocity* (for SRAM) or 平均上昇率 (for Shimano). The theory is that for medium-steepish climbs, most of your power is going into lifting against gravity, so your VAM should be about constant no matter what the grade in that range. (For flatish rides power is spent on wind and rolling resistance, and for super-steep rides power goes largely to cursing *sotto voce*, as they say in Italian.) Here's a plot of my VAM versus grades (in percent):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vam2 = [r.feet / r.hours for r in segments]\n",
    "\n",
    "show(pct2, vam2, xlabel='Grade (percent)', ylabel='VAM (vertical feet per hour)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I don't see the flattening effect; I see a wide spread of VAM numbers; at about 8% I range from 1500 to 3000 VAM. Champions can do  6000. \n",
    "\n",
    "Another way to look at it: at what speed am I getting the most VAM (implicitly assuming I'm giving a similar level of effort at all times, which is not really true)? The curve says 5 or 6 mph, but the data is pretty noisy.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(mph2, vam2, xlabel='Speed(mph)', ylabel='VAM (vertical feet per hour)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hill-Index\n",
    "\n",
    "Inspired by the [h-index](https://en.wikipedia.org/wiki/H-index) for scientific publications, I invented a new metric, the hill-index:\n",
    "\n",
    "> *Your **hill-index** is the maximum number**&nbsp;h** for which you can regularly climb an**&nbsp;h** percent grade at **&nbsp;h** miles per hour.*\n",
    "\n",
    "I think **my hill-index is 6**, but let's draw a plot to confirm:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = range(2, 8)\n",
    "show(pct2, mph2, xlabel='Grade (percent)')  \n",
    "plt.plot(points, points, 'gD:', lw=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The  green dotted line is where grade = speed, the red and blue lines are best-fit polynomials, and if I interpret \"regularly\" to mean \"around half the time,\" then both best-fit lines are above the diamond at 6%, but both are below the diamond for 7%, so my guess is confirmed: my hill-index is 6.\n",
    "\n",
    "Note that the original h-index for publications is based on cumulative totals, so it can never decrease, but the Hill-index is based on an average so it can (and sadly, often does) decrease as you grow older."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "# Eddington Number\n",
    "\n",
    "Speaking of h-numbers, the  physicist Sir Arthur Eddington (1882-1944) was a pre-Strava bicyclist who favored this metric:\n",
    "\n",
    "> *Your [Eddington Number](https://www.triathlete.com/2011/04/training/measuring-bike-miles-eddington-number_301789) is the maximum integer**&nbsp;e** such that you have bicycled at least**&nbsp;e** miles on at least**&nbsp;e** days.*\n",
    "\n",
    "Let's calculate mine:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "56"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def Eddington(distances) -> int:\n",
    "    \"Eddington number: the maximum integer e such that you have bicycled at least e on at least e days.\"\n",
    "    return max(e for e in range(300) if days_at_least(e, distances) >= e)\n",
    "\n",
    "def days_at_least(e, distances) -> int: return sum(d >= e for d in distances)\n",
    "\n",
    "Eddington(mls)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "My **Eddington Number is 56**: I've done at least 56 miles on at least 56 days. This is a bit above [the mean for Strava users](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number). Eddington was 62 years old when he died with a number of **77**, and his available roads, bicycles, and navigation aids were not nearly as nice as mine, so good for him.\n",
    "\n",
    "How many more rides would I need to improve my number? Obviously, for anyone to improve from, say, 56 to 60 they need at least 4 more rides.  But if some of their past rides were, say, 58 or 59 miles, then those counted for an Eddington number of 55 but they wouldn't count for 60; thus more than 4 rides would be needed. Here is a table of the number of rides I would need&mdash;what I'll call the *gap*&mdash;for increasingly ambitious Eddington numbers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dist Days Gap\n",
      "---- ---- ---\n",
      "  56   57  -1\n",
      "  57   54   3\n",
      "  58   51   7\n",
      "  59   46  13\n",
      "  60   45  15\n",
      "  61   39  22\n",
      "  62   37  25\n",
      "  63   35  28\n",
      "  64   33  31\n",
      "  65   30  35\n",
      "  66   28  38\n",
      "  67   24  43\n",
      "  68   22  46\n",
      "  69   17  52\n",
      "  70   16  54\n"
     ]
    }
   ],
   "source": [
    "def Egaps(distances, rows):\n",
    "    \"\"\"Print the number of days doing various distances, and the Eddington gap.\"\"\"\n",
    "    print('Dist Days Gap')\n",
    "    print('---- ---- ---')\n",
    "    for dist in rows:\n",
    "        days = days_at_least(dist, distances)\n",
    "        print(f'{dist:4} {days:4} {dist - days:3}')\n",
    "        \n",
    "Egaps(mls, range(56, 71))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I'd like to get my Eddington number to meet or beat my age. If I really concentrate on long rides and do one 70+ mile ride every 2.5 weeks in 2020 and 2021, I can just barely get to Eddington number 65 by age 65; after that I'll have to do no more than six 70+ mile rides each year up until age 70. That sounds tough, but doable.\n",
    "\n",
    "An easier way to get a bigger Eddington number is to use kilometers rather than miles:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "80"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kms = [m * 5280 * 12 * 2.54 / 100 / 1000 for m in mls]\n",
    "Eddington(kms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dist Days Gap\n",
      "---- ---- ---\n",
      "  80   81  -1\n",
      "  81   78   3\n",
      "  82   70  12\n",
      "  83   69  14\n",
      "  84   64  20\n",
      "  85   63  22\n",
      "  86   62  24\n",
      "  87   60  27\n",
      "  88   59  29\n",
      "  89   58  31\n",
      "  90   57  33\n",
      "  91   55  36\n",
      "  92   54  38\n",
      "  93   51  42\n",
      "  94   49  45\n",
      "  95   46  49\n",
      "  96   45  51\n",
      "  97   42  55\n",
      "  98   39  59\n",
      "  99   37  62\n",
      " 100   37  63\n"
     ]
    }
   ],
   "source": [
    "Egaps(kms, range(80, 101))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "My **metric Eddington Number is 80**, and I should be able to get to 90 in two years, and 100 in four years, assuming one 100+ km ride every three weeks."
   ]
  }
 ],
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